Welcome to my personal archive of technical presentations and architectural studies.
This repository reflects my continuous journey in Software Engineering and Artificial Intelligence. The goal of this open collection is to contribute to the engineering community by synthesizing complex topics into structured, digestible modules. These materials are the result of years of hands-on experience and deep research, shared freely to help peers accelerate their own technical paths.
🧠 The Agentic Path: AI Research Series
A structured exploration of Large Language Models, from foundational mathematics to advanced autonomous agent orchestration. These modules represent my current research focus on bridging the gap between stochastic models and deterministic software engineering.
[MOD-00] The Big Picture: From Logic to Generative Agents
MODULE 00 Introductory / Strategic The Big Picture: From Logic to Generative Agents An executive and strategic overview of the AI revolution. We move from traditional rule-based systems to the era of Generative AI. LAUNCH MASTERCLASS Interactive Slides • Press...
[MOD-01] Attention Is All You Need: Transformers Architecture
MODULE 01 Foundational / Technical Attention Is All You Need: Transformers Architecture The foundational neural network design behind Large Language Models (LLMs). This module dissects the Self-Attention mechanism and explains the critical shift from sequential processing (RNNs) to parallelized architecture....
[MOD-02] The Geometry of Meaning: Tokenization & Vector Spaces
MODULE 02 Foundational / Technical The Geometry of Meaning: Tokenization & Vector Spaces Before a machine can think, it must convert language into numbers. This module explores the Embedding Layer, transforming discrete tokens into continuous vector representations where semantic meaning...
[MOD-03] Encoder vs. Decoder: Choosing the Right Engine
MODULE 03 Technical / Architectural Encoder vs. Decoder: Choosing the Right Engine Not all Transformers are created equal. This module demystifies the architectural divergence between BERT (Encoders) and GPT (Decoders), focusing on the critical geometry of the Attention Mask. LAUNCH...
[MOD-04] Data Retrieval Systems: Building External Memory
MODULE 04 Intermediate / Systems Data Retrieval Systems: Building External Memory Large Language Models have a knowledge cutoff. This module shifts focus from model architecture to Systems Engineering, explaining how to architect Retrieval-Augmented Generation (RAG) pipelines and connect LLMs to...
[MOD-05] The Art of Constraints: Advanced Prompt Engineering
MODULE 05 Practical / Implementation The Art of Constraints: Advanced Prompt Engineering Prompt Engineering is not magic; it is the rigorous art of constraining the model's search space. This module connects the theory of Induction Heads to practical patterns for...
[MOD-06] Autonomous Agents: The Complete Orchestration Guide
MODULE 06 Deep Dive / Masterclass Autonomous Agents: The Complete Orchestration Guide The frontier of AI Engineering. We move beyond linear chains to architect Cyclic Graphs and Finite State Machines (FSMs). This masterclass covers the theory and practice of orchestrating...
🛠️ Technical Deep Dives, Systems Engineering & System Architecture
General presentations focused on Software Engineering, Machine Learning, SRE, Chaos Engineering and High-Stakes Infrastructure.
Audio Classification
MODULE 03 Build Audio Classification Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Spectrograms, Mel Scale & Audio Features
MODULE 02 Build Spectrograms, Mel Scale & Audio Features Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Audio Fundamentals: Waveforms, Sampling, FFT
MODULE 01 Learn Audio Fundamentals: Waveforms, Sampling, FFT Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Dialogue State Tracking
MODULE 029 Build Dialogue State Tracking Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Long-Context Evaluation: NIAH, RULER, LongBench, MRCR
MODULE 028 Learn Long-Context Evaluation: NIAH, RULER, LongBench, MRCR Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
LLM Evaluation: RAGAS, DeepEval, G-Eval
MODULE 027 Build LLM Evaluation: RAGAS, DeepEval, G-Eval Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Relation Extraction & Knowledge Graph Construction
MODULE 026 Build Relation Extraction & Knowledge Graph Construction Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Entity Linking & Disambiguation
MODULE 025 Build Entity Linking & Disambiguation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Coreference Resolution
MODULE 024 Learn Coreference Resolution Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Chunking Strategies for RAG
MODULE 023 Build Chunking Strategies for RAG Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Embedding Models Deep Dive
MODULE 022 Learn Embedding Models Deep Dive Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
NLI & Textual Entailment
MODULE 021 Learn NLI & Textual Entailment Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Structured Outputs & Constrained Decoding
MODULE 020 Build Structured Outputs & Constrained Decoding Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Subword Tokenization: BPE, WordPiece, Unigram, SentencePiece
MODULE 019 Learn Subword Tokenization: BPE, WordPiece, Unigram, SentencePiece Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Multilingual NLP
MODULE 018 Build Multilingual NLP Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Chatbots: Rule-Based to Neural
MODULE 017 Build Chatbots: Rule-Based to Neural Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Text Generation
MODULE 016 Build Text Generation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Topic Modeling: LDA, BERTopic
MODULE 015 Build Topic Modeling: LDA, BERTopic Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Information Retrieval & Search
MODULE 014 Build Information Retrieval & Search Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Question Answering Systems
MODULE 013 Build Question Answering Systems Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Text Summarization
MODULE 012 Build Text Summarization Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Machine Translation
MODULE 011 Build Machine Translation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Attention Mechanism - The Breakthrough
MODULE 010 Build Attention Mechanism - The Breakthrough Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Sequence-to-Sequence Models
MODULE 09 Build Sequence-to-Sequence Models Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Text Classification - CNNs & RNNs for Text
MODULE 08 Build Text Classification - CNNs & RNNs for Text Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
POS Tagging & Syntactic Parsing
MODULE 07 Build POS Tagging & Syntactic Parsing Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Named Entity Recognition (NER)
MODULE 06 Build Named Entity Recognition (NER) Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Sentiment Analysis
MODULE 05 Build Sentiment Analysis Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
GloVe, FastText & Subword Embeddings
MODULE 04 Build GloVe, FastText & Subword Embeddings Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Word Embeddings: Word2Vec from Scratch
MODULE 03 Build Word Embeddings: Word2Vec from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Bag of Words, TF-IDF & Text Representation
MODULE 02 Build Bag of Words, TF-IDF & Text Representation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
Text Processing: Tokenization, Stemming, Lemmatization
MODULE 01 Build Text Processing: Tokenization, Stemming, Lemmatization Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
World Models & Video Diffusion
MODULE 028 Build World Models & Video Diffusion Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Multi-Object Tracking & Video Memory
MODULE 027 Build Multi-Object Tracking & Video Memory Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Monocular Depth & Geometry Estimation
MODULE 026 Build Monocular Depth & Geometry Estimation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Vision-Language Models (ViT-MLP-LLM)
MODULE 025 Build Vision-Language Models (ViT-MLP-LLM) Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
SAM 3 & Open-Vocabulary Segmentation
MODULE 024 Build SAM 3 & Open-Vocabulary Segmentation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Diffusion Transformers & Rectified Flow
MODULE 023 Build Diffusion Transformers & Rectified Flow Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
3D Gaussian Splatting from Scratch
MODULE 022 Build 3D Gaussian Splatting from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Keypoint Detection & Pose Estimation
MODULE 021 Build Keypoint Detection & Pose Estimation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Image Retrieval & Metric Learning
MODULE 020 Build Image Retrieval & Metric Learning Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
OCR & Document Understanding
MODULE 019 Build OCR & Document Understanding Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Open-Vocabulary Vision - CLIP
MODULE 018 Build Open-Vocabulary Vision - CLIP Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Self-Supervised Vision - SimCLR, DINO, MAE
MODULE 017 Build Self-Supervised Vision - SimCLR, DINO, MAE Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Build a Complete Vision Pipeline
MODULE 016 Build Build a Complete Vision Pipeline Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Real-Time Vision: Edge Deployment
MODULE 015 Build Real-Time Vision: Edge Deployment Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Vision Transformers (ViT)
MODULE 014 Build Vision Transformers (ViT) Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
3D Vision: Point Clouds, NeRFs
MODULE 013 Build 3D Vision: Point Clouds, NeRFs Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Video Understanding - Temporal Modeling
MODULE 012 Build Video Understanding - Temporal Modeling Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Stable Diffusion - Architecture & Fine-Tuning
MODULE 011 Build Stable Diffusion - Architecture & Fine-Tuning Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Image Generation - Diffusion Models
MODULE 010 Build Image Generation - Diffusion Models Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Image Generation - GANs
MODULE 09 Build Image Generation - GANs Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Instance Segmentation - Mask R-CNN
MODULE 08 Build Instance Segmentation - Mask R-CNN Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Semantic Segmentation - U-Net
MODULE 07 Build Semantic Segmentation - U-Net Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Object Detection - YOLO from Scratch
MODULE 06 Build Object Detection - YOLO from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Transfer Learning & Fine-Tuning
MODULE 05 Build Transfer Learning & Fine-Tuning Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Image Classification
MODULE 04 Build Image Classification Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
CNNs: LeNet to ResNet
MODULE 03 Build CNNs: LeNet to ResNet Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Convolutions from Scratch
MODULE 02 Build Convolutions from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Image Fundamentals: Pixels, Channels, Color Spaces
MODULE 01 Learn Image Fundamentals: Pixels, Channels, Color Spaces Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Debugging Neural Networks
MODULE 013 Build Debugging Neural Networks Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Introduction to JAX
MODULE 012 Build Introduction to JAX Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Introduction to PyTorch
MODULE 011 Build Introduction to PyTorch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Build Your Own Mini Framework
MODULE 010 Build Build Your Own Mini Framework Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Learning Rate Schedules & Warmup
MODULE 09 Build Learning Rate Schedules & Warmup Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Weight Initialization & Training Stability
MODULE 08 Build Weight Initialization & Training Stability Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Regularization: Dropout, Weight Decay, BatchNorm
MODULE 07 Build Regularization: Dropout, Weight Decay, BatchNorm Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Optimizers: SGD, Momentum, Adam, AdamW
MODULE 06 Build Optimizers: SGD, Momentum, Adam, AdamW Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Loss Functions: MSE, Cross-Entropy, Contrastive
MODULE 05 Build Loss Functions: MSE, Cross-Entropy, Contrastive Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Activation Functions: ReLU, Sigmoid, GELU & Why
MODULE 04 Build Activation Functions: ReLU, Sigmoid, GELU & Why Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
Backpropagation from Scratch
MODULE 03 Build Backpropagation from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Multi-Layer Networks & Forward Pass
MODULE 02 Build Multi-Layer Networks & Forward Pass Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
The Perceptron: Where It All Started
MODULE 01 Build The Perceptron: Where It All Started Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Feature Selection
MODULE 018 Build Feature Selection Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Handling Imbalanced Data
MODULE 017 Build Handling Imbalanced Data Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Anomaly Detection
MODULE 016 Build Anomaly Detection Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Time Series Fundamentals
MODULE 015 Build Time Series Fundamentals Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Naive Bayes
MODULE 014 Build Naive Bayes Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
ML Pipelines & Experiment Tracking
MODULE 013 Build ML Pipelines & Experiment Tracking Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Hyperparameter Tuning
MODULE 012 Build Hyperparameter Tuning Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Ensemble Methods: Boosting, Bagging, Stacking
MODULE 011 Build Ensemble Methods: Boosting, Bagging, Stacking Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Bias, Variance & the Learning Curve
MODULE 010 Learn Bias, Variance & the Learning Curve Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Model Evaluation: Metrics, Cross-Validation
MODULE 09 Build Model Evaluation: Metrics, Cross-Validation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Feature Engineering & Selection
MODULE 08 Build Feature Engineering & Selection Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Unsupervised Learning: K-Means, DBSCAN
MODULE 07 Build Unsupervised Learning: K-Means, DBSCAN Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
KNN & Distance Metrics
MODULE 06 Build KNN & Distance Metrics Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Support Vector Machines
MODULE 05 Build Support Vector Machines Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Decision Trees & Random Forests
MODULE 04 Build Decision Trees & Random Forests Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Logistic Regression & Classification
MODULE 03 Build Logistic Regression & Classification Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Linear Regression from Scratch
MODULE 02 Build Linear Regression from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
What Is Machine Learning
MODULE 01 Learn What Is Machine Learning Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Stochastic Processes
MODULE 022 Learn Stochastic Processes Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Graph Theory for ML
MODULE 021 Build Graph Theory for ML Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
The Fourier Transform
MODULE 020 Build The Fourier Transform Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Complex Numbers for AI
MODULE 019 Learn Complex Numbers for AI Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Convex Optimization
MODULE 018 Build Convex Optimization Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Linear Systems
MODULE 017 Build Linear Systems Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Sampling Methods
MODULE 016 Build Sampling Methods Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Statistics for ML
MODULE 015 Build Statistics for ML Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Norms & Distances
MODULE 014 Build Norms & Distances Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Numerical Stability
MODULE 013 Build Numerical Stability Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Tensor Operations
MODULE 012 Build Tensor Operations Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F' for...
Singular Value Decomposition
MODULE 011 Build Singular Value Decomposition Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Dimensionality Reduction: PCA, t-SNE, UMAP
MODULE 010 Build Dimensionality Reduction: PCA, t-SNE, UMAP Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Information Theory: Entropy, KL Divergence
MODULE 09 Learn Information Theory: Entropy, KL Divergence Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Optimization: Gradient Descent Family
MODULE 08 Build Optimization: Gradient Descent Family Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Bayes' Theorem & Statistical Thinking
MODULE 07 Build Bayes' Theorem & Statistical Thinking Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Probability & Distributions
MODULE 06 Learn Probability & Distributions Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Chain Rule & Automatic Differentiation
MODULE 05 Build Chain Rule & Automatic Differentiation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides -...
Calculus for ML: Derivatives & Gradients
MODULE 04 Learn Calculus for ML: Derivatives & Gradients Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides...
Matrix Transformations & Eigenvalues
MODULE 03 Build Matrix Transformations & Eigenvalues Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Vectors, Matrices & Operations
MODULE 02 Build Vectors, Matrices & Operations Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press...
Linear Algebra Intuition
MODULE 01 Learn Linear Algebra Intuition Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive Slides - Press 'F'...
Linear Algebra Intuition
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 01: Linear Algebra Intuition Type: Learn · Lang: Python, Julia ·...
Vectors, Matrices & Operations
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 02: Vectors, Matrices & Operations Type: Build · Lang: Python,...
Matrix Transformations & Eigenvalues
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 03: Matrix Transformations Type: Build · Lang: Python, Julia ·...
Calculus for ML: Derivatives & Gradients
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 04: Calculus for Machine Learning Type: Learn · Lang: Python...
Chain Rule & Automatic Differentiation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 05: Chain Rule & Automatic Differentiation Type: Build · Lang:...
Probability & Distributions
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 06: Probability and Distributions Type: Learn · Lang: Python ·...
Bayes' Theorem & Statistical Thinking
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 07: Bayes’ Theorem Type: Build · Lang: Python · Time:...
Optimization: Gradient Descent Family
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 08: Optimization Type: Build · Lang: Python · Time: ~75...
Information Theory: Entropy, KL Divergence
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 09: Information Theory Type: Learn · Lang: Python · Time:...
Dimensionality Reduction: PCA, t-SNE, UMAP
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 10: Dimensionality Reduction Type: Build · Lang: Python · Time:...
Singular Value Decomposition
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 11: Singular Value Decomposition Type: Build · Lang: Python, Julia...
Tensor Operations
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 12: Tensor Operations Type: Build · Lang: Python · Time:...
Numerical Stability
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 13: Numerical Stability Type: Build · Lang: Python · Time:...
Norms & Distances
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 14: Norms and Distances Type: Build · Lang: Python ·...
Statistics for ML
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 15: Statistics for Machine Learning Type: Build · Lang: Python...
Sampling Methods
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 16: Sampling Methods Type: Build · Lang: Python · Time:...
Linear Systems
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 17: Linear Systems Type: Build · Lang: Python · Time:...
Convex Optimization
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 18: Convex Optimization Type: Build · Lang: Python · Time:...
Complex Numbers for AI
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 19: Complex Numbers for AI Type: Learn · Lang: Python...
The Fourier Transform
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 20: The Fourier Transform Type: Build · Lang: Python ·...
Graph Theory for ML
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 21: Graph Theory for Machine Learning Type: Build · Lang:...
Stochastic Processes
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 22: Stochastic Processes Type: Learn · Lang: Python · Time:...
What Is Machine Learning
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 01: What Is Machine Learning Type: Learn · Lang: 🐍...
Linear Regression from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 02: Linear Regression from Scratch Type: Build · Lang: 🐍...
Logistic Regression & Classification
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 03: Logistic Regression & Classification Type: Build · Lang: 🐍...
Decision Trees & Random Forests
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 04: Decision Trees & Random Forests Type: Build · Lang:...
Support Vector Machines
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 05: Support Vector Machines Type: Build · Lang: 🐍 Richardson...
KNN & Distance Metrics
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 06: KNN & Distance Metrics Type: Build · Lang: 🐍...
Unsupervised Learning: K-Means, DBSCAN
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 07: Unsupervised Learning: K-Means, DBSCAN Type: Build · Lang: 🐍...
Feature Engineering & Selection
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 08: Feature Engineering & Selection Type: Build · Lang: 🐍...
Model Evaluation: Metrics, Cross-Validation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 09: Model Evaluation: Metrics, Cross-Validation Type: Build · Lang: 🐍...
Bias, Variance & the Learning Curve
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 10: Bias, Variance & the Learning Curve Type: Learn ·...
Ensemble Methods: Boosting, Bagging, Stacking
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 11: Ensemble Methods: Boosting, Bagging, Stacking Type: Build · Lang:...
Hyperparameter Tuning
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 12: Hyperparameter Tuning Type: Build · Lang: 🐍 Richardson Lima...
ML Pipelines & Experiment Tracking
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 13: ML Pipelines & Experiment Tracking Type: Build · Lang:...
Naive Bayes
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 14: Naive Bayes Type: Build · Lang: 🐍 Richardson Lima...
Time Series Fundamentals
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 15: Time Series Fundamentals Type: Build · Lang: 🐍 Richardson...
Anomaly Detection
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 16: Anomaly Detection Type: Build · Lang: 🐍 Richardson Lima...
Handling Imbalanced Data
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 17: Handling Imbalanced Data Type: Build · Lang: 🐍 Richardson...
Feature Selection
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 18: Feature Selection Type: Build · Lang: 🐍 Richardson Lima...
The Perceptron: Where It All Started
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 01: The Perceptron: Where It All Started Type: Build...
Multi-Layer Networks & Forward Pass
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 02: Multi-Layer Networks & Forward Pass Type: Build ·...
Backpropagation from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 03: Backpropagation from Scratch Type: Build · Lang: 🐍...
Activation Functions: ReLU, Sigmoid, GELU & Why
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 04: Activation Functions: ReLU, Sigmoid, GELU & Why Type:...
Loss Functions: MSE, Cross-Entropy, Contrastive
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 05: Loss Functions: MSE, Cross-Entropy, Contrastive Type: Build ·...
Optimizers: SGD, Momentum, Adam, AdamW
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 06: Optimizers: SGD, Momentum, Adam, AdamW Type: Build ·...
Regularization: Dropout, Weight Decay, BatchNorm
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 07: Regularization: Dropout, Weight Decay, BatchNorm Type: Build ·...
Weight Initialization & Training Stability
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 08: Weight Initialization & Training Stability Type: Build ·...
Learning Rate Schedules & Warmup
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 09: Learning Rate Schedules & Warmup Type: Build ·...
Build Your Own Mini Framework
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 10: Build Your Own Mini Framework Type: Build ·...
Introduction to PyTorch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 11: Introduction to PyTorch Type: Build · Lang: 🐍...
Introduction to JAX
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 12: Introduction to JAX Type: Build · Lang: 🐍...
Debugging Neural Networks
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 13: Debugging Neural Networks Type: Build · Lang: 🐍...
Image Fundamentals: Pixels, Channels, Color Spaces
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 01: Image Fundamentals: Pixels, Channels, Color Spaces Type: Learn ·...
Convolutions from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 02: Convolutions from Scratch Type: Build · Lang: 🐍 Richardson...
CNNs: LeNet to ResNet
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 03: CNNs: LeNet to ResNet Type: Build · Lang: 🐍...
Image Classification
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 04: Image Classification Type: Build · Lang: 🐍 Richardson Lima...
Transfer Learning & Fine-Tuning
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 05: Transfer Learning & Fine-Tuning Type: Build · Lang: 🐍...
Object Detection - YOLO from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 06: Object Detection - YOLO from Scratch Type: Build ·...
Semantic Segmentation - U-Net
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 07: Semantic Segmentation - U-Net Type: Build · Lang: 🐍...
Instance Segmentation - Mask R-CNN
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 08: Instance Segmentation - Mask R-CNN Type: Build · Lang:...
Image Generation - GANs
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 09: Image Generation - GANs Type: Build · Lang: 🐍...
Image Generation - Diffusion Models
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 10: Image Generation - Diffusion Models Type: Build · Lang:...
Stable Diffusion - Architecture & Fine-Tuning
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 11: Stable Diffusion - Architecture & Fine-Tuning Type: Build ·...
Video Understanding - Temporal Modeling
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 12: Video Understanding - Temporal Modeling Type: Build · Lang:...
3D Vision: Point Clouds, NeRFs
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 13: 3D Vision: Point Clouds, NeRFs Type: Build · Lang:...
Vision Transformers (ViT)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 14: Vision Transformers (ViT) Type: Build · Lang: 🐍 Richardson...
Real-Time Vision: Edge Deployment
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 15: Real-Time Vision: Edge Deployment Type: Build · Lang: 🐍...
Build a Complete Vision Pipeline
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 16: Build a Complete Vision Pipeline Type: Build · Lang:...
Self-Supervised Vision - SimCLR, DINO, MAE
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 17: Self-Supervised Vision - SimCLR, DINO, MAE Type: Build ·...
Open-Vocabulary Vision - CLIP
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 18: Open-Vocabulary Vision - CLIP Type: Build · Lang: 🐍...
OCR & Document Understanding
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 19: OCR & Document Understanding Type: Build · Lang: 🐍...
Image Retrieval & Metric Learning
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 20: Image Retrieval & Metric Learning Type: Build · Lang:...
Keypoint Detection & Pose Estimation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 21: Keypoint Detection & Pose Estimation Type: Build · Lang:...
3D Gaussian Splatting from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 22: 3D Gaussian Splatting from Scratch Type: Build · Lang:...
Diffusion Transformers & Rectified Flow
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 23: Diffusion Transformers & Rectified Flow Type: Build · Lang:...
SAM 3 & Open-Vocabulary Segmentation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 24: SAM 3 & Open-Vocabulary Segmentation Type: Build · Lang:...
Vision-Language Models (ViT-MLP-LLM)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 25: Vision-Language Models (ViT-MLP-LLM) Type: Build · Lang: 🐍 Richardson...
Monocular Depth & Geometry Estimation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 26: Monocular Depth & Geometry Estimation Type: Build · Lang:...
Multi-Object Tracking & Video Memory
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 27: Multi-Object Tracking & Video Memory Type: Build · Lang:...
World Models & Video Diffusion
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 28: World Models & Video Diffusion Type: Build · Lang:...
Text Processing: Tokenization, Stemming, Lemmatization
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 01: Text Processing: Tokenization, Stemming, Lemmatization Type: Build...
Bag of Words, TF-IDF & Text Representation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 02: Bag of Words, TF-IDF & Text Representation...
Word Embeddings: Word2Vec from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 03: Word Embeddings: Word2Vec from Scratch Type: Build...
GloVe, FastText & Subword Embeddings
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 04: GloVe, FastText & Subword Embeddings Type: Build...
Sentiment Analysis
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 05: Sentiment Analysis Type: Build · Lang: 🐍...
Named Entity Recognition (NER)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 06: Named Entity Recognition (NER) Type: Build ·...
POS Tagging & Syntactic Parsing
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 07: POS Tagging & Syntactic Parsing Type: Build...
Text Classification - CNNs & RNNs for Text
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 08: Text Classification - CNNs & RNNs for...
Sequence-to-Sequence Models
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 09: Sequence-to-Sequence Models Type: Build · Lang: 🐍...
Attention Mechanism - The Breakthrough
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 10: Attention Mechanism - The Breakthrough Type: Build...
Machine Translation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 11: Machine Translation Type: Build · Lang: 🐍...
Text Summarization
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 12: Text Summarization Type: Build · Lang: 🐍...
Question Answering Systems
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 13: Question Answering Systems Type: Build · Lang:...
Information Retrieval & Search
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 14: Information Retrieval & Search Type: Build ·...
Topic Modeling: LDA, BERTopic
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 15: Topic Modeling: LDA, BERTopic Type: Build ·...
Text Generation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 16: Text Generation Type: Build · Lang: 🐍...
Chatbots: Rule-Based to Neural
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 17: Chatbots: Rule-Based to Neural Type: Build ·...
Multilingual NLP
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 18: Multilingual NLP Type: Build · Lang: 🐍...
Subword Tokenization: BPE, WordPiece, Unigram, SentencePiece
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 19: Subword Tokenization: BPE, WordPiece, Unigram, SentencePiece Type:...
Structured Outputs & Constrained Decoding
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 20: Structured Outputs & Constrained Decoding Type: Build...
NLI & Textual Entailment
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 21: NLI & Textual Entailment Type: Learn ·...
Embedding Models Deep Dive
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 22: Embedding Models Deep Dive Type: Learn ·...
Chunking Strategies for RAG
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 23: Chunking Strategies for RAG Type: Build ·...
Coreference Resolution
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 24: Coreference Resolution Type: Learn · Lang: 🐍...
Entity Linking & Disambiguation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 25: Entity Linking & Disambiguation Type: Build ·...
Relation Extraction & Knowledge Graph Construction
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 26: Relation Extraction & Knowledge Graph Construction Type:...
LLM Evaluation: RAGAS, DeepEval, G-Eval
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 27: LLM Evaluation: RAGAS, DeepEval, G-Eval Type: Build...
Long-Context Evaluation: NIAH, RULER, LongBench, MRCR
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 28: Long-Context Evaluation: NIAH, RULER, LongBench, MRCR Type:...
Dialogue State Tracking
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 29: Dialogue State Tracking Type: Build · Lang:...
Audio Fundamentals: Waveforms, Sampling, FFT
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 01: Audio Fundamentals: Waveforms, Sampling, FFT Type: Learn ·...
Spectrograms, Mel Scale & Audio Features
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 02: Spectrograms, Mel Scale & Audio Features Type: Build...
Audio Classification
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 03: Audio Classification Type: Build · Lang: 🐍 Richardson...
Speech Recognition (ASR)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 04: Speech Recognition (ASR) Type: Build · Lang: 🐍...
Whisper: Architecture & Fine-Tuning
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 05: Whisper: Architecture & Fine-Tuning Type: Build · Lang:...
Speaker Recognition & Verification
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 06: Speaker Recognition & Verification Type: Build · Lang:...
Text-to-Speech (TTS)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 07: Text-to-Speech (TTS) Type: Build · Lang: 🐍 Richardson...
Voice Cloning & Voice Conversion
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 08: Voice Cloning & Voice Conversion Type: Build ·...
Music Generation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 09: Music Generation Type: Build · Lang: 🐍 Richardson...
Audio-Language Models
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 10: Audio-Language Models Type: Build · Lang: 🐍 Richardson...
Real-Time Audio Processing
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 11: Real-Time Audio Processing Type: Build · Lang: 🐍...
Build a Voice Assistant Pipeline
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 12: Build a Voice Assistant Pipeline Type: Build ·...
Neural Audio Codecs - EnCodec, SNAC, Mimi, DAC
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 13: Neural Audio Codecs - EnCodec, SNAC, Mimi, DAC...
Voice Activity Detection & Turn-Taking
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 14: Voice Activity Detection & Turn-Taking Type: Build ·...
Streaming Speech-to-Speech - Moshi, Hibiki
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 15: Streaming Speech-to-Speech - Moshi, Hibiki Type: Learn ·...
Voice Anti-Spoofing & Audio Watermarking
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 16: Voice Anti-Spoofing & Audio Watermarking Type: Build ·...
Audio Evaluation - WER, MOS, MMAU, Leaderboards
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 17: Audio Evaluation - WER, MOS, MMAU, Leaderboards Type:...
Why Transformers: The Problems with RNNs
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 01: Why Transformers: The Problems with RNNs Type: Learn...
Self-Attention from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 02: Self-Attention from Scratch Type: Build · Lang: 🐍...
Multi-Head Attention
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 03: Multi-Head Attention Type: Build · Lang: 🐍 Richardson...
Positional Encoding: Sinusoidal, RoPE, ALiBi
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 04: Positional Encoding: Sinusoidal, RoPE, ALiBi Type: Build ·...
The Full Transformer: Encoder + Decoder
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 05: The Full Transformer: Encoder + Decoder Type: Build...
BERT - Masked Language Modeling
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 06: BERT - Masked Language Modeling Type: Build ·...
GPT - Causal Language Modeling
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 07: GPT - Causal Language Modeling Type: Build ·...
T5, BART - Encoder-Decoder Models
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 08: T5, BART - Encoder-Decoder Models Type: Learn ·...
Vision Transformers (ViT)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 09: Vision Transformers (ViT) Type: Build · Lang: 🐍...
Audio Transformers - Whisper Architecture
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 10: Audio Transformers - Whisper Architecture Type: Learn ·...
Mixture of Experts (MoE)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 11: Mixture of Experts (MoE) Type: Build · Lang:...
KV Cache, Flash Attention & Inference Optimization
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 12: KV Cache, Flash Attention & Inference Optimization Type:...
Scaling Laws
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 13: Scaling Laws Type: Learn · Lang: 🐍 Richardson...
Build a Transformer from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 14: Build a Transformer from Scratch Type: Build ·...
Generative Models: Taxonomy & History
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 01: Generative Models: Taxonomy & History Type: Learn · Lang:...
Autoencoders & VAE
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 02: Autoencoders & VAE Type: Build · Lang: 🐍 Richardson...
GANs: Generator vs Discriminator
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 03: GANs: Generator vs Discriminator Type: Build · Lang: 🐍...
Conditional GANs & Pix2Pix
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 04: Conditional GANs & Pix2Pix Type: Build · Lang: 🐍...
StyleGAN
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 05: StyleGAN Type: Build · Lang: 🐍 Richardson Lima Summary...
Diffusion Models - DDPM from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 06: Diffusion Models - DDPM from Scratch Type: Build ·...
Latent Diffusion & Stable Diffusion
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 07: Latent Diffusion & Stable Diffusion Type: Build · Lang:...
ControlNet, LoRA & Conditioning
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 08: ControlNet, LoRA & Conditioning Type: Build · Lang: 🐍...
Inpainting, Outpainting & Editing
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 09: Inpainting, Outpainting & Editing Type: Build · Lang: 🐍...
Video Generation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 10: Video Generation Type: Build · Lang: 🐍 Richardson Lima...
Audio Generation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 11: Audio Generation Type: Build · Lang: 🐍 Richardson Lima...
3D Generation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 12: 3D Generation Type: Build · Lang: 🐍 Richardson Lima...
Flow Matching & Rectified Flows
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 13: Flow Matching & Rectified Flows Type: Build · Lang:...
Evaluation: FID, CLIP Score
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 14: Evaluation: FID, CLIP Score Type: Build · Lang: 🐍...
MDPs, States, Actions & Rewards
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 01: MDPs, States, Actions & Rewards Type: Learn · Lang:...
Dynamic Programming
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 02: Dynamic Programming Type: Build · Lang: 🐍 Richardson Lima...
Monte Carlo Methods
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 03: Monte Carlo Methods Type: Build · Lang: 🐍 Richardson...
Q-Learning, SARSA
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 04: Q-Learning, SARSA Type: Build · Lang: 🐍 Richardson Lima...
Deep Q-Networks (DQN)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 05: Deep Q-Networks (DQN) Type: Build · Lang: 🐍 Richardson...
Policy Gradients - REINFORCE
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 06: Policy Gradients - REINFORCE Type: Build · Lang: 🐍...
Actor-Critic - A2C, A3C
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 07: Actor-Critic - A2C, A3C Type: Build · Lang: 🐍...
PPO
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 08: PPO Type: Build · Lang: 🐍 Richardson Lima Summary...
Reward Modeling & RLHF
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 09: Reward Modeling & RLHF Type: Build · Lang: 🐍...
Multi-Agent RL
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 10: Multi-Agent RL Type: Build · Lang: 🐍 Richardson Lima...
Sim-to-Real Transfer
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 11: Sim-to-Real Transfer Type: Build · Lang: 🐍 Richardson Lima...
RL for Games
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 12: RL for Games Type: Build · Lang: 🐍 Richardson...
Tokenizers: BPE, WordPiece, SentencePiece
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 01: Tokenizers: BPE, WordPiece, SentencePiece Type: Build · Lang:...
Building a Tokenizer from Scratch
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 02: Building a Tokenizer from Scratch Type: Build ·...
Data Pipelines for Pre-Training
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 03: Data Pipelines for Pre-Training Type: Build · Lang:...
Pre-Training a Mini GPT (124M)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 04: Pre-Training a Mini GPT (124M) Type: Build ·...
Distributed Training, FSDP, DeepSpeed
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 05: Distributed Training, FSDP, DeepSpeed Type: Build · Lang:...
Instruction Tuning - SFT
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 06: Instruction Tuning - SFT Type: Build · Lang:...
RLHF - Reward Model + PPO
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 07: RLHF - Reward Model + PPO Type: Build...
DPO - Direct Preference Optimization
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 08: DPO - Direct Preference Optimization Type: Build ·...
Constitutional AI & Self-Improvement
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 09: Constitutional AI & Self-Improvement Type: Build · Lang:...
Evaluation - Benchmarks, Evals
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Quantization: INT8, GPTQ, AWQ, GGUF
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Inference Optimization
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Building a Complete LLM Pipeline
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Open Models: Architecture Walkthroughs
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Speculative Decoding and EAGLE-3
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Differential Attention (V2)
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Native Sparse Attention (DeepSeek NSA)
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Multi-Token Prediction (MTP)
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DualPipe Parallelism
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DeepSeek-V3 Architecture Walkthrough
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Jamba - Hybrid SSM-Transformer
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Async and Hogwild! Inference
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Prompt Engineering: Techniques & Patterns
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Few-Shot, CoT, Tree-of-Thought
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Structured Outputs
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Embeddings & Vector Representations
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Context Engineering
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RAG: Retrieval-Augmented Generation
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Advanced RAG: Chunking, Reranking
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Fine-Tuning with LoRA & QLoRA
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Function Calling & Tool Use
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Evaluation & Testing
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Caching, Rate Limiting & Cost
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Guardrails & Safety
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Building a Production LLM App
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Model Context Protocol (MCP)
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Prompt Caching & Context Caching
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Vision Transformers and the Patch-Token Primitive
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CLIP and Contrastive Vision-Language Pretraining
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BLIP-2 Q-Former as Modality Bridge
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Flamingo and Gated Cross-Attention
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LLaVA and Visual Instruction Tuning
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Any-Resolution Vision - Patch-n-Pack and NaFlex
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Open-Weight VLM Recipes: What Actually Matters
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LLaVA-OneVision: Single, Multi, Video
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Qwen-VL Family and Dynamic-FPS Video
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InternVL3 Native Multimodal Pretraining
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Chameleon Early-Fusion Token-Only
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Emu3 Next-Token Prediction for Generation
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Transfusion Autoregressive + Diffusion
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Show-o Discrete-Diffusion Unified
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Janus-Pro Decoupled Encoders
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MIO Any-to-Any Streaming
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Video-Language Temporal Grounding
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Long-Video at Million-Token Context
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Audio-Language Models: Whisper to AF3
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Omni Models: Thinker-Talker Streaming
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Embodied VLAs: RT-2, OpenVLA, pi0, GR00T
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Document and Diagram Understanding
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ColPali Vision-Native Document RAG
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Multimodal RAG and Cross-Modal Retrieval
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Multimodal Agents and Computer-Use (Capstone)
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The Tool Interface
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Function Calling Deep Dive
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Parallel and Streaming Tool Calls
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Structured Output
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Tool Schema Design
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MCP Fundamentals
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Building an MCP Server
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Building an MCP Client
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MCP Transports
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MCP Resources and Prompts
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MCP Sampling
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MCP Roots and Elicitation
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MCP Async Tasks
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MCP Apps
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MCP Security I - Tool Poisoning
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MCP Security II - OAuth 2.1
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MCP Gateways and Registries
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MCP Auth in Production - DCR + JWKS on iii
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A2A Protocol
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OpenTelemetry GenAI
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LLM Routing Layer
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Skills and Agent SDKs
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Capstone - Tool Ecosystem
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The Agent Loop
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ReWOO and Plan-and-Execute
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Reflexion and Verbal Reinforcement Learning
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Tree of Thoughts and LATS
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Self-Refine and CRITIC
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Tool Use and Function Calling
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Memory - Virtual Context and MemGPT
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Memory Blocks and Sleep-Time Compute
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Hybrid Memory - Mem0 Vector + Graph + KV
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Skill Libraries and Lifelong Learning - Voyager
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Planning with HTN and Evolutionary Search
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Anthropic's Workflow Patterns
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LangGraph - Stateful Graphs and Durable Execution
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AutoGen v0.4 - Actor Model
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CrewAI - Role-Based Crews and Flows
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OpenAI Agents SDK - Handoffs, Guardrails, Tracing
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Claude Agent SDK - Subagents and Session Store
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Agno and Mastra - Production Runtimes
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Benchmarks - SWE-bench, GAIA, AgentBench
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Benchmarks - WebArena and OSWorld
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Computer Use - Claude, OpenAI CUA, Gemini
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Voice Agents - Pipecat and LiveKit
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OpenTelemetry GenAI Semantic Conventions
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Agent Observability - Langfuse, Phoenix, Opik
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Multi-Agent Debate and Collaboration
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Failure Modes - Why Agents Break
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Prompt Injection and the PVE Defense
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Orchestration Patterns - Supervisor, Swarm, Hierarchical
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Production Runtimes - Queue, Event, Cron
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Eval-Driven Agent Development
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From Chatbots to Long-Horizon Agents (METR)
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STaR, V-STaR, Quiet-STaR: Self-Taught Reasoning
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AlphaEvolve: Evolutionary Coding Agents
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Darwin Godel Machine: Self-Modifying Agents
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AI Scientist v2: Workshop-Level Research
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Automated Alignment Research (Anthropic AAR)
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Recursive Self-Improvement: Capability vs Alignment
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Bounded Self-Improvement Designs
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Autonomous Coding Agent Landscape (SWE-bench, CodeAct)
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Claude Code Permission Modes and Auto Mode
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Browser Agents and Indirect Prompt Injection
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Durable Execution for Long-Running Agents
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Action Budgets, Iteration Caps, Cost Governors
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Kill Switches, Circuit Breakers, Canary Tokens
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HITL: Propose-Then-Commit
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Checkpoints and Rollback
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Constitutional AI and Rule Overrides
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Llama Guard and Input/Output Classification
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Anthropic Responsible Scaling Policy v3.0
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OpenAI Preparedness Framework and DeepMind FSF
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METR Time Horizons and External Evaluation
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CAIS, CAISI, and Societal-Scale Risk
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Why Multi-Agent
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FIPA-ACL Heritage and Speech Acts
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Communication Protocols
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The Multi-Agent Primitive Model
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Supervisor / Orchestrator-Worker Pattern
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Hierarchical Architecture and Decomposition Drift
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Society of Mind and Multi-Agent Debate
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Role Specialization - Planner / Critic / Executor / Verifier
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Parallel Swarm and Networked Architectures
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Group Chat and Speaker Selection
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Handoffs and Routines (Stateless Orchestration)
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A2A - The Agent-to-Agent Protocol
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Shared Memory and Blackboard Patterns
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Consensus and Byzantine Fault Tolerance
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 14: Consensus and Byzantine Fault Tolerance Type: Build ·...
Voting, Self-Consistency, and Debate Topology
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 15: Voting, Self-Consistency, and Debate Topology Type: Build ·...
Negotiation and Bargaining
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 16: Negotiation and Bargaining Type: Build · Lang: 🐍...
Generative Agents and Emergent Simulation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 17: Generative Agents and Emergent Simulation Type: Build ·...
Theory of Mind and Emergent Coordination
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 18: Theory of Mind and Emergent Coordination Type: Build...
Swarm Optimization (PSO, ACO)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 19: Swarm Optimization (PSO, ACO) Type: Build · Lang:...
MARL - MADDPG, QMIX, MAPPO
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 20: MARL - MADDPG, QMIX, MAPPO Type: Learn ·...
Agent Economies, Token Incentives, Reputation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 21: Agent Economies, Token Incentives, Reputation Type: Learn ·...
Production Scaling - Queues, Checkpoints, Durability
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 22: Production Scaling - Queues, Checkpoints, Durability Type: Build...
Failure Modes - MAST, Groupthink, Monoculture
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 23: Failure Modes - MAST, Groupthink, Monoculture Type: Learn...
Evaluation and Coordination Benchmarks
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 24: Evaluation and Coordination Benchmarks Type: Learn · Lang:...
Case Studies and 2026 State of the Art
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 25: Case Studies and 2026 State of the Art...
Managed LLM Platforms - Bedrock, Azure OpenAI, Vertex AI
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 01: Managed LLM Platforms - Bedrock, Azure OpenAI, Vertex...
Inference Platform Economics - Fireworks, Together, Baseten, Modal
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 02: Inference Platform Economics - Fireworks, Together, Baseten, Modal...
GPU Autoscaling on Kubernetes - Karpenter, KAI Scheduler
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 03: GPU Autoscaling on Kubernetes - Karpenter, KAI Scheduler...
vLLM Serving Internals - PagedAttention, Continuous Batching, Chunked Prefill
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 04: vLLM Serving Internals - PagedAttention, Continuous Batching, Chunked...
EAGLE-3 Speculative Decoding in Production
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 05: EAGLE-3 Speculative Decoding in Production Type: Learn ·...
SGLang and RadixAttention for Prefix-Heavy Workloads
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 06: SGLang and RadixAttention for Prefix-Heavy Workloads Type: Learn...
TensorRT-LLM on Blackwell with FP8 and NVFP4
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 07: TensorRT-LLM on Blackwell with FP8 and NVFP4 Type:...
Inference Metrics - TTFT, TPOT, ITL, Goodput, P99
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 08: Inference Metrics - TTFT, TPOT, ITL, Goodput, P99...
Production Quantization - AWQ, GPTQ, GGUF, FP8, NVFP4
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 09: Production Quantization - AWQ, GPTQ, GGUF, FP8, NVFP4...
Cold Start Mitigation for Serverless LLMs
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 10: Cold Start Mitigation for Serverless LLMs Type: Learn...
Multi-Region LLM Serving and KV Cache Locality
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 11: Multi-Region LLM Serving and KV Cache Locality Type:...
Edge Inference - ANE, Hexagon, WebGPU, Jetson
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 12: Edge Inference - ANE, Hexagon, WebGPU, Jetson Type:...
LLM Observability Stack Selection
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 13: LLM Observability Stack Selection Type: Learn · Lang:...
Prompt Caching and Semantic Caching Economics
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 14: Prompt Caching and Semantic Caching Economics Type: Learn...
Batch APIs - the 50% Discount as Industry Standard
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 15: Batch APIs - the 50% Discount as Industry...
Model Routing as a Cost-Reduction Primitive
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 16: Model Routing as a Cost-Reduction Primitive Type: Learn...
Disaggregated Prefill/Decode - NVIDIA Dynamo and llm-d
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 17: Disaggregated Prefill/Decode - NVIDIA Dynamo and llm-d Type:...
vLLM Production Stack with LMCache KV Offloading
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 18: vLLM Production Stack with LMCache KV Offloading Type:...
AI Gateways - LiteLLM, Portkey, Kong, Bifrost
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 19: AI Gateways - LiteLLM, Portkey, Kong, Bifrost Type:...
Shadow, Canary, and Progressive Deployment
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 20: Shadow, Canary, and Progressive Deployment Type: Learn ·...
A/B Testing LLM Features - GrowthBook and Statsig
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 21: A/B Testing LLM Features - GrowthBook and Statsig...
Load Testing LLM APIs - k6, LLMPerf, GenAI-Perf
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 22: Load Testing LLM APIs - k6, LLMPerf, GenAI-Perf...
SRE for AI - Multi-Agent Incident Response
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 23: SRE for AI - Multi-Agent Incident Response Type:...
Chaos Engineering for LLM Production
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 24: Chaos Engineering for LLM Production Type: Learn ·...
Security - Secrets, PII Scrubbing, Audit Logs
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 25: Security - Secrets, PII Scrubbing, Audit Logs Type:...
Compliance - SOC 2, HIPAA, GDPR, EU AI Act, ISO 42001
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 26: Compliance - SOC 2, HIPAA, GDPR, EU AI...
FinOps for LLMs - Unit Economics and Multi-Tenant Attribution
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 27: FinOps for LLMs - Unit Economics and Multi-Tenant...
Self-Hosted Serving Selection - llama.cpp, Ollama, TGI, vLLM, SGLang
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 28: Self-Hosted Serving Selection - llama.cpp, Ollama, TGI, vLLM,...
Instruction-Following as Alignment Signal
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 01: Instruction-Following as Alignment Signal Type: Learn ·...
Reward Hacking & Goodhart's Law
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 02: Reward Hacking & Goodhart’s Law Type: Learn...
Direct Preference Optimization Family
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 03: Direct Preference Optimization Family Type: Learn ·...
Sycophancy as RLHF Amplification
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 04: Sycophancy as RLHF Amplification Type: Learn ·...
Constitutional AI & RLAIF
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 05: Constitutional AI & RLAIF Type: Learn ·...
Mesa-Optimization & Deceptive Alignment
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 06: Mesa-Optimization & Deceptive Alignment Type: Learn ·...
Sleeper Agents - Persistent Deception
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 07: Sleeper Agents - Persistent Deception Type: Learn...
In-Context Scheming in Frontier Models
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 08: In-Context Scheming in Frontier Models Type: Learn...
Alignment Faking
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 09: Alignment Faking Type: Learn · Lang: 🐍...
AI Control - Safety Despite Subversion
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 10: AI Control - Safety Despite Subversion Type:...
Scalable Oversight & Weak-to-Strong
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 11: Scalable Oversight & Weak-to-Strong Type: Learn ·...
Red-Teaming: PAIR & Automated Attacks
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 12: Red-Teaming: PAIR & Automated Attacks Type: Build...
Many-Shot Jailbreaking
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 13: Many-Shot Jailbreaking Type: Learn · Lang: 🐍...
ASCII Art & Visual Jailbreaks
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 14: ASCII Art & Visual Jailbreaks Type: Build...
Indirect Prompt Injection
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 15: Indirect Prompt Injection Type: Build · Lang:...
Red-Team Tooling: Garak, Llama Guard, PyRIT
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 16: Red-Team Tooling: Garak, Llama Guard, PyRIT Type:...
WMDP & Dual-Use Capability Evaluation
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 17: WMDP & Dual-Use Capability Evaluation Type: Learn...
Frontier Safety Frameworks - RSP, PF, FSF
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 18: Frontier Safety Frameworks - RSP, PF, FSF...
Model Welfare Research
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 19: Model Welfare Research Type: Learn · Lang:...
Bias & Representational Harm
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 20: Bias & Representational Harm Type: Build ·...
Fairness Criteria: Group, Individual, Counterfactual
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 21: Fairness Criteria: Group, Individual, Counterfactual Type: Learn...
Differential Privacy for LLMs
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 22: Differential Privacy for LLMs Type: Build ·...
Watermarking: SynthID, Stable Signature, C2PA
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 23: Watermarking: SynthID, Stable Signature, C2PA Type: Build...
Regulatory Frameworks: EU, US, UK, Korea
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 24: Regulatory Frameworks: EU, US, UK, Korea Type:...
EchoLeak & CVEs for AI
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 25: EchoLeak & CVEs for AI Type: Learn...
Model, System & Dataset Cards
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 26: Model, System & Dataset Cards Type: Build...
Data Provenance & Training-Data Governance
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 27: Data Provenance & Training-Data Governance Type: Learn...
Alignment Research Ecosystem: MATS, Redwood, Apollo, METR
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 28: Alignment Research Ecosystem: MATS, Redwood, Apollo, METR...
Moderation Systems: OpenAI, Perspective, Llama Guard
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 29: Moderation Systems: OpenAI, Perspective, Llama Guard Type:...
Dual-Use Risk: Cyber, Bio, Chem, Nuclear
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 30: Dual-Use Risk: Cyber, Bio, Chem, Nuclear Type:...
Terminal-Native Coding Agent
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 01: Terminal-Native Coding Agent Type: Project · Lang: 🟦 🐍...
RAG over Codebase (Cross-Repo Semantic Search)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 02: RAG over Codebase (Cross-Repo Semantic Search) Type: Project ·...
Real-Time Voice Assistant (ASR -> LLM -> TTS)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 03: Real-Time Voice Assistant (ASR -> LLM -> TTS) Type:...
Multimodal Document QA (Vision-First)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 04: Multimodal Document QA (Vision-First) Type: Project · Lang: 🐍...
Autonomous Research Agent (AI-Scientist Class)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 05: Autonomous Research Agent (AI-Scientist Class) Type: Project · Lang:...
DevOps Troubleshooting Agent for Kubernetes
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 06: DevOps Troubleshooting Agent for Kubernetes Type: Project · Lang:...
End-to-End Fine-Tuning Pipeline
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 07: End-to-End Fine-Tuning Pipeline Type: Project · Lang: 🐍 Richardson...
Production RAG Chatbot (Regulated Vertical)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 08: Production RAG Chatbot (Regulated Vertical) Type: Project · Lang:...
Code Migration Agent (Repo-Level Upgrade)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 09: Code Migration Agent (Repo-Level Upgrade) Type: Project · Lang:...
Multi-Agent Software Engineering Team
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 10: Multi-Agent Software Engineering Team Type: Project · Lang: 🐍...
LLM Observability & Eval Dashboard
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 11: LLM Observability & Eval Dashboard Type: Project · Lang:...
Video Understanding Pipeline (Scene -> QA)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 12: Video Understanding Pipeline (Scene -> QA) Type: Project ·...
MCP Server with Registry and Governance
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 13: MCP Server with Registry and Governance Type: Project ·...
Speculative-Decoding Inference Server
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 14: Speculative-Decoding Inference Server Type: Project · Lang: 🐍 Richardson...
Constitutional Safety Harness + Red-Team Range
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 15: Constitutional Safety Harness + Red-Team Range Type: Project ·...
GitHub Issue-to-PR Autonomous Agent
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 16: GitHub Issue-to-PR Autonomous Agent Type: Project · Lang: 🐍...
Personal AI Tutor (Adaptive, Multimodal)
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 17: Personal AI Tutor (Adaptive, Multimodal) Type: Project · Lang:...
🤝 Community & Philosophy
Knowledge grows when shared. This page serves as a “living document” of my studies.
- Continuous Learning: These modules are updated as the technology landscape evolves (e.g., from Transformer architecture to Agentic Frameworks).
- Open Access: All materials here are available for study and reference.
- Collaborative Growth: Feedback and technical discussions are always welcome to refine these concepts.
“We are standing on the shoulders of giants. This is my way of adding a small step to the ladder.”