MODULE 00 Introductory / Strategic The Big Picture: From Logic to Generative Agents An executive and strategic overview of the AI revolution. We move from...
MODULE 01 Foundational / Technical Attention Is All You Need: Transformers Architecture The foundational neural network design behind Large Language Models (LLMs). This module dissects...
MODULE 02 Foundational / Technical The Geometry of Meaning: Tokenization & Vector Spaces Before a machine can think, it must convert language into numbers. This...
MODULE 03 Technical / Architectural Encoder vs. Decoder: Choosing the Right Engine Not all Transformers are created equal. This module demystifies the architectural divergence between...
MODULE 04 Intermediate / Systems Data Retrieval Systems: Building External Memory Large Language Models have a knowledge cutoff. This module shifts focus from model architecture...
MODULE 05 Practical / Implementation The Art of Constraints: Advanced Prompt Engineering Prompt Engineering is not magic; it is the rigorous art of constraining the...
MODULE 06 Deep Dive / Masterclass Autonomous Agents: The Complete Orchestration Guide The frontier of AI Engineering. We move beyond linear chains to architect Cyclic...
Maturity models, NYC Taxi Dataset overview, and environment setup for production ML.
Deep dive into MLflow: tracking experiments, registering models, and versioning.
Automating ML workflows with Prefect and Mage for robust data pipelines.
Building robust Natural Language Understanding engines. From Slot Filling to multi-intent classification.
Decoding strategies, temperature control, and Nucleus Sampling in Autoregressive models.
Structural and Creational patterns adapted for modern asynchronous development.
Solving complex challenges: from string validators to advanced ITA-based complexity analysis.
Order of functions, recursive algorithms, and elementary structures.
Sorting, pattern searching, and graph traversals.
Lexical and syntactic analysis for virtual machines.
MODULE 022 Learn Embedding Models Deep Dive Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 021 Learn NLI & Textual Entailment Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 020 Build Structured Outputs & Constrained Decoding Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 019 Learn Subword Tokenization: BPE, WordPiece, Unigram, SentencePiece Step-based AI engineering module focused on practical intuition, implementation, and production...
MODULE 018 Build Multilingual NLP Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 017 Build Chatbots: Rule-Based to Neural Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 016 Build Text Generation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 015 Build Topic Modeling: LDA, BERTopic Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 014 Build Information Retrieval & Search Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 013 Build Question Answering Systems Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 012 Build Text Summarization Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 011 Build Machine Translation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 010 Build Attention Mechanism - The Breakthrough Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 09 Build Sequence-to-Sequence Models Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 08 Build Text Classification - CNNs & RNNs for Text Step-based AI engineering module focused on practical intuition, implementation,...
MODULE 07 Build POS Tagging & Syntactic Parsing Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 06 Build Named Entity Recognition (NER) Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 05 Build Sentiment Analysis Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 04 Build GloVe, FastText & Subword Embeddings Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 03 Build Word Embeddings: Word2Vec from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 02 Build Bag of Words, TF-IDF & Text Representation Step-based AI engineering module focused on practical intuition, implementation, and...
MODULE 01 Build Text Processing: Tokenization, Stemming, Lemmatization Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 028 Build World Models & Video Diffusion Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 027 Build Multi-Object Tracking & Video Memory Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 026 Build Monocular Depth & Geometry Estimation Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 025 Build Vision-Language Models (ViT-MLP-LLM) Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 024 Build SAM 3 & Open-Vocabulary Segmentation Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 023 Build Diffusion Transformers & Rectified Flow Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 022 Build 3D Gaussian Splatting from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 021 Build Keypoint Detection & Pose Estimation Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 020 Build Image Retrieval & Metric Learning Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 019 Build OCR & Document Understanding Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 018 Build Open-Vocabulary Vision - CLIP Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 017 Build Self-Supervised Vision - SimCLR, DINO, MAE Step-based AI engineering module focused on practical intuition, implementation, and production...
MODULE 016 Build Build a Complete Vision Pipeline Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 015 Build Real-Time Vision: Edge Deployment Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 014 Build Vision Transformers (ViT) Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 013 Build 3D Vision: Point Clouds, NeRFs Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 012 Build Video Understanding - Temporal Modeling Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 011 Build Stable Diffusion - Architecture & Fine-Tuning Step-based AI engineering module focused on practical intuition, implementation, and production...
MODULE 010 Build Image Generation - Diffusion Models Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 09 Build Image Generation - GANs Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 08 Build Instance Segmentation - Mask R-CNN Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 07 Build Semantic Segmentation - U-Net Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 06 Build Object Detection - YOLO from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production...
MODULE 05 Build Transfer Learning & Fine-Tuning Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 04 Build Image Classification Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 03 Build CNNs: LeNet to ResNet Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 02 Build Convolutions from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 01 Learn Image Fundamentals: Pixels, Channels, Color Spaces Step-based AI engineering module focused on practical intuition, implementation, and production...
MODULE 013 Build Debugging Neural Networks Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 012 Build Introduction to JAX Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 011 Build Introduction to PyTorch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 010 Build Build Your Own Mini Framework Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 09 Build Learning Rate Schedules & Warmup Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 08 Build Weight Initialization & Training Stability Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 07 Build Regularization: Dropout, Weight Decay, BatchNorm Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 06 Build Optimizers: SGD, Momentum, Adam, AdamW Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 05 Build Loss Functions: MSE, Cross-Entropy, Contrastive Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 04 Build Activation Functions: ReLU, Sigmoid, GELU & Why Step-based AI engineering module focused on practical intuition, implementation, and...
MODULE 03 Build Backpropagation from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 02 Build Multi-Layer Networks & Forward Pass Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 01 Build The Perceptron: Where It All Started Step-based AI engineering module focused on practical intuition, implementation, and production...
MODULE 018 Build Feature Selection Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 017 Build Handling Imbalanced Data Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 016 Build Anomaly Detection Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 015 Build Time Series Fundamentals Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 014 Build Naive Bayes Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 013 Build ML Pipelines & Experiment Tracking Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 012 Build Hyperparameter Tuning Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 011 Build Ensemble Methods: Boosting, Bagging, Stacking Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 010 Learn Bias, Variance & the Learning Curve Step-based AI engineering module focused on practical intuition, implementation, and production...
MODULE 09 Build Model Evaluation: Metrics, Cross-Validation Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 08 Build Feature Engineering & Selection Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 07 Build Unsupervised Learning: K-Means, DBSCAN Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 06 Build KNN & Distance Metrics Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 05 Build Support Vector Machines Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 04 Build Decision Trees & Random Forests Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 03 Build Logistic Regression & Classification Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 02 Build Linear Regression from Scratch Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 01 Learn What Is Machine Learning Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 022 Learn Stochastic Processes Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 021 Build Graph Theory for ML Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 020 Build The Fourier Transform Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 019 Learn Complex Numbers for AI Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 018 Build Convex Optimization Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 017 Build Linear Systems Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 016 Build Sampling Methods Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 015 Build Statistics for ML Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 014 Build Norms & Distances Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 013 Build Numerical Stability Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 012 Build Tensor Operations Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS Interactive...
MODULE 011 Build Singular Value Decomposition Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 010 Build Dimensionality Reduction: PCA, t-SNE, UMAP Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 09 Learn Information Theory: Entropy, KL Divergence Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 08 Build Optimization: Gradient Descent Family Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 07 Build Bayes' Theorem & Statistical Thinking Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 06 Learn Probability & Distributions Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
MODULE 05 Build Chain Rule & Automatic Differentiation Step-based AI engineering module focused on practical intuition, implementation, and production mindset....
MODULE 04 Learn Calculus for ML: Derivatives & Gradients Step-based AI engineering module focused on practical intuition, implementation, and production...
MODULE 03 Build Matrix Transformations & Eigenvalues Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 02 Build Vectors, Matrices & Operations Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH...
MODULE 01 Learn Linear Algebra Intuition Step-based AI engineering module focused on practical intuition, implementation, and production mindset. LAUNCH MASTERCLASS...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 01: Linear Algebra Intuition Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 02: Vectors, Matrices & Operations...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 03: Matrix Transformations Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 04: Calculus for Machine Learning...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 05: Chain Rule & Automatic...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 06: Probability and Distributions Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 07: Bayes’ Theorem Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 08: Optimization Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 09: Information Theory Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 10: Dimensionality Reduction Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 11: Singular Value Decomposition Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 12: Tensor Operations Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 13: Numerical Stability Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 14: Norms and Distances Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 15: Statistics for Machine Learning...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 16: Sampling Methods Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 17: Linear Systems Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 18: Convex Optimization Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 19: Complex Numbers for AI...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 20: The Fourier Transform Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 21: Graph Theory for Machine...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 01 - Math Foundations Module 22: Stochastic Processes Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 01: What Is Machine Learning...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 02: Linear Regression from Scratch...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 03: Logistic Regression & Classification...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 04: Decision Trees & Random...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 05: Support Vector Machines Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 06: KNN & Distance Metrics...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 07: Unsupervised Learning: K-Means, DBSCAN...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 08: Feature Engineering & Selection...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 09: Model Evaluation: Metrics, Cross-Validation...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 10: Bias, Variance & the...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 11: Ensemble Methods: Boosting, Bagging,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 12: Hyperparameter Tuning Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 13: ML Pipelines & Experiment...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 14: Naive Bayes Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 15: Time Series Fundamentals Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 16: Anomaly Detection Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 17: Handling Imbalanced Data Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 18: Feature Selection Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 01: The Perceptron: Where...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 02: Multi-Layer Networks &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 03: Backpropagation from Scratch...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 04: Activation Functions: ReLU,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 05: Loss Functions: MSE,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 06: Optimizers: SGD, Momentum,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 07: Regularization: Dropout, Weight...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 08: Weight Initialization &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 09: Learning Rate Schedules...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 10: Build Your Own...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 11: Introduction to PyTorch...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 12: Introduction to JAX...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 13: Debugging Neural Networks...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 01: Image Fundamentals: Pixels, Channels,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 02: Convolutions from Scratch Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 03: CNNs: LeNet to ResNet...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 04: Image Classification Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 05: Transfer Learning & Fine-Tuning...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 06: Object Detection - YOLO...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 07: Semantic Segmentation - U-Net...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 08: Instance Segmentation - Mask...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 09: Image Generation - GANs...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 10: Image Generation - Diffusion...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 11: Stable Diffusion - Architecture...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 12: Video Understanding - Temporal...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 13: 3D Vision: Point Clouds,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 14: Vision Transformers (ViT) Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 15: Real-Time Vision: Edge Deployment...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 16: Build a Complete Vision...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 17: Self-Supervised Vision - SimCLR,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 18: Open-Vocabulary Vision - CLIP...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 19: OCR & Document Understanding...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 20: Image Retrieval & Metric...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 21: Keypoint Detection & Pose...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 22: 3D Gaussian Splatting from...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 23: Diffusion Transformers & Rectified...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 24: SAM 3 & Open-Vocabulary...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 25: Vision-Language Models (ViT-MLP-LLM) Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 26: Monocular Depth & Geometry...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 27: Multi-Object Tracking & Video...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 28: World Models & Video...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 01: Text Processing:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 02: Bag of...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 03: Word Embeddings:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 04: GloVe, FastText...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 05: Sentiment Analysis...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 06: Named Entity...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 07: POS Tagging...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 08: Text Classification...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 09: Sequence-to-Sequence Models...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 10: Attention Mechanism...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 11: Machine Translation...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 12: Text Summarization...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 13: Question Answering...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 14: Information Retrieval...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 15: Topic Modeling:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 16: Text Generation...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 17: Chatbots: Rule-Based...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 18: Multilingual NLP...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 19: Subword Tokenization:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 20: Structured Outputs...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 21: NLI &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 22: Embedding Models...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 23: Chunking Strategies...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 24: Coreference Resolution...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 25: Entity Linking...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 26: Relation Extraction...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 27: LLM Evaluation:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 28: Long-Context Evaluation:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 29: Dialogue State...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 01: Audio Fundamentals: Waveforms,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 02: Spectrograms, Mel Scale...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 03: Audio Classification Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 04: Speech Recognition (ASR)...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 05: Whisper: Architecture &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 06: Speaker Recognition &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 07: Text-to-Speech (TTS) Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 08: Voice Cloning &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 09: Music Generation Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 10: Audio-Language Models Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 11: Real-Time Audio Processing...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 12: Build a Voice...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 13: Neural Audio Codecs...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 14: Voice Activity Detection...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 15: Streaming Speech-to-Speech -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 16: Voice Anti-Spoofing &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 17: Audio Evaluation -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 01: Why Transformers: The...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 02: Self-Attention from Scratch...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 03: Multi-Head Attention Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 04: Positional Encoding: Sinusoidal,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 05: The Full Transformer:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 06: BERT - Masked...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 07: GPT - Causal...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 08: T5, BART -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 09: Vision Transformers (ViT)...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 10: Audio Transformers -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 11: Mixture of Experts...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 12: KV Cache, Flash...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 13: Scaling Laws Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 14: Build a Transformer...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 01: Generative Models: Taxonomy &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 02: Autoencoders & VAE Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 03: GANs: Generator vs Discriminator...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 04: Conditional GANs & Pix2Pix...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 05: StyleGAN Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 06: Diffusion Models - DDPM...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 07: Latent Diffusion & Stable...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 08: ControlNet, LoRA & Conditioning...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 09: Inpainting, Outpainting & Editing...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 10: Video Generation Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 11: Audio Generation Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 12: 3D Generation Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 13: Flow Matching & Rectified...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 14: Evaluation: FID, CLIP Score...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 01: MDPs, States, Actions &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 02: Dynamic Programming Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 03: Monte Carlo Methods Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 04: Q-Learning, SARSA Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 05: Deep Q-Networks (DQN) Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 06: Policy Gradients - REINFORCE...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 07: Actor-Critic - A2C, A3C...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 08: PPO Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 09: Reward Modeling & RLHF...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 10: Multi-Agent RL Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 11: Sim-to-Real Transfer Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 12: RL for Games Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 01: Tokenizers: BPE, WordPiece,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 02: Building a Tokenizer...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 03: Data Pipelines for...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 04: Pre-Training a Mini...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 05: Distributed Training, FSDP,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 06: Instruction Tuning -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 07: RLHF - Reward...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 08: DPO - Direct...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 09: Constitutional AI &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 10: Evaluation - Benchmarks,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 11: Quantization: INT8, GPTQ,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 12: Inference Optimization Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 13: Building a Complete...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 14: Open Models: Architecture...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 15: Speculative Decoding and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 16: Differential Attention (V2)...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 17: Native Sparse Attention...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 18: Multi-Token Prediction (MTP)...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 19: DualPipe Parallelism Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 20: DeepSeek-V3 Architecture Walkthrough...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 21: Jamba - Hybrid...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 22: Async and Hogwild!...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 01: Prompt Engineering: Techniques &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 02: Few-Shot, CoT, Tree-of-Thought Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 03: Structured Outputs Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 04: Embeddings & Vector Representations...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 05: Context Engineering Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 06: RAG: Retrieval-Augmented Generation Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 07: Advanced RAG: Chunking, Reranking...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 08: Fine-Tuning with LoRA &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 09: Function Calling & Tool...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 10: Evaluation & Testing Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 11: Caching, Rate Limiting &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 12: Guardrails & Safety Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 13: Building a Production LLM...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 14: Model Context Protocol (MCP)...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 15: Prompt Caching & Context...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 01: Vision Transformers and the...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 02: CLIP and Contrastive Vision-Language...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 03: BLIP-2 Q-Former as Modality...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 04: Flamingo and Gated Cross-Attention...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 05: LLaVA and Visual Instruction...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 06: Any-Resolution Vision - Patch-n-Pack...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 07: Open-Weight VLM Recipes: What...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 08: LLaVA-OneVision: Single, Multi, Video...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 09: Qwen-VL Family and Dynamic-FPS...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 10: InternVL3 Native Multimodal Pretraining...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 11: Chameleon Early-Fusion Token-Only Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 12: Emu3 Next-Token Prediction for...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 13: Transfusion Autoregressive + Diffusion...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 14: Show-o Discrete-Diffusion Unified Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 15: Janus-Pro Decoupled Encoders Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 16: MIO Any-to-Any Streaming Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 17: Video-Language Temporal Grounding Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 18: Long-Video at Million-Token Context...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 19: Audio-Language Models: Whisper to...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 20: Omni Models: Thinker-Talker Streaming...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 21: Embodied VLAs: RT-2, OpenVLA,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 22: Document and Diagram Understanding...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 23: ColPali Vision-Native Document RAG...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 24: Multimodal RAG and Cross-Modal...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 25: Multimodal Agents and Computer-Use...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 01: The Tool Interface...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 02: Function Calling Deep...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 03: Parallel and Streaming...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 04: Structured Output Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 05: Tool Schema Design...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 06: MCP Fundamentals Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 07: Building an MCP...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 08: Building an MCP...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 09: MCP Transports Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 10: MCP Resources and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 11: MCP Sampling Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 12: MCP Roots and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 13: MCP Async Tasks...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 14: MCP Apps Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 15: MCP Security I...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 16: MCP Security II...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 17: MCP Gateways and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 18: MCP Auth in...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 19: A2A Protocol Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 20: OpenTelemetry GenAI Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 21: LLM Routing Layer...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 22: Skills and Agent...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 23: Capstone - Tool...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 01: The Agent Loop Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 02: ReWOO and Plan-and-Execute Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 03: Reflexion and Verbal Reinforcement...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 04: Tree of Thoughts and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 05: Self-Refine and CRITIC Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 06: Tool Use and Function...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 07: Memory - Virtual Context...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 08: Memory Blocks and Sleep-Time...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 09: Hybrid Memory - Mem0...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 10: Skill Libraries and Lifelong...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 11: Planning with HTN and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 12: Anthropic’s Workflow Patterns Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 13: LangGraph - Stateful Graphs...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 14: AutoGen v0.4 - Actor...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 15: CrewAI - Role-Based Crews...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 16: OpenAI Agents SDK -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 17: Claude Agent SDK -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 18: Agno and Mastra -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 19: Benchmarks - SWE-bench, GAIA,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 20: Benchmarks - WebArena and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 21: Computer Use - Claude,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 22: Voice Agents - Pipecat...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 23: OpenTelemetry GenAI Semantic Conventions...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 24: Agent Observability - Langfuse,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 25: Multi-Agent Debate and Collaboration...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 26: Failure Modes - Why...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 27: Prompt Injection and the...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 28: Orchestration Patterns - Supervisor,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 29: Production Runtimes - Queue,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 30: Eval-Driven Agent Development Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 01: From Chatbots to Long-Horizon...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 02: STaR, V-STaR, Quiet-STaR: Self-Taught...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 03: AlphaEvolve: Evolutionary Coding Agents...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 04: Darwin Godel Machine: Self-Modifying...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 05: AI Scientist v2: Workshop-Level...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 06: Automated Alignment Research (Anthropic...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 07: Recursive Self-Improvement: Capability vs...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 08: Bounded Self-Improvement Designs Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 09: Autonomous Coding Agent Landscape...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 10: Claude Code Permission Modes...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 11: Browser Agents and Indirect...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 12: Durable Execution for Long-Running...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 13: Action Budgets, Iteration Caps,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 14: Kill Switches, Circuit Breakers,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 15: HITL: Propose-Then-Commit Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 16: Checkpoints and Rollback Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 17: Constitutional AI and Rule...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 18: Llama Guard and Input/Output...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 19: Anthropic Responsible Scaling Policy...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 20: OpenAI Preparedness Framework and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 21: METR Time Horizons and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 22: CAIS, CAISI, and Societal-Scale...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 01: Why Multi-Agent Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 02: FIPA-ACL Heritage and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 03: Communication Protocols Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 04: The Multi-Agent Primitive...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 05: Supervisor / Orchestrator-Worker...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 06: Hierarchical Architecture and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 07: Society of Mind...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 08: Role Specialization -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 09: Parallel Swarm and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 10: Group Chat and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 11: Handoffs and Routines...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 12: A2A - The...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 13: Shared Memory and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 14: Consensus and Byzantine...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 15: Voting, Self-Consistency, and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 16: Negotiation and Bargaining...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 17: Generative Agents and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 18: Theory of Mind...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 19: Swarm Optimization (PSO,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 20: MARL - MADDPG,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 21: Agent Economies, Token...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 22: Production Scaling -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 23: Failure Modes -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 24: Evaluation and Coordination...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 25: Case Studies and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 01: Managed LLM Platforms...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 02: Inference Platform Economics...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 03: GPU Autoscaling on...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 04: vLLM Serving Internals...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 05: EAGLE-3 Speculative Decoding...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 06: SGLang and RadixAttention...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 07: TensorRT-LLM on Blackwell...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 08: Inference Metrics -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 09: Production Quantization -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 10: Cold Start Mitigation...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 11: Multi-Region LLM Serving...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 12: Edge Inference -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 13: LLM Observability Stack...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 14: Prompt Caching and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 15: Batch APIs -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 16: Model Routing as...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 17: Disaggregated Prefill/Decode -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 18: vLLM Production Stack...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 19: AI Gateways -...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 20: Shadow, Canary, and...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 21: A/B Testing LLM...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 22: Load Testing LLM...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 23: SRE for AI...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 24: Chaos Engineering for...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 25: Security - Secrets,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 26: Compliance - SOC...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 27: FinOps for LLMs...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 28: Self-Hosted Serving Selection...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 01: Instruction-Following as...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 02: Reward Hacking...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 03: Direct Preference...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 04: Sycophancy as...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 05: Constitutional AI...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 06: Mesa-Optimization &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 07: Sleeper Agents...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 08: In-Context Scheming...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 09: Alignment Faking...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 10: AI Control...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 11: Scalable Oversight...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 12: Red-Teaming: PAIR...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 13: Many-Shot Jailbreaking...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 14: ASCII Art...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 15: Indirect Prompt...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 16: Red-Team Tooling:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 17: WMDP &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 18: Frontier Safety...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 19: Model Welfare...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 20: Bias &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 21: Fairness Criteria:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 22: Differential Privacy...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 23: Watermarking: SynthID,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 24: Regulatory Frameworks:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 25: EchoLeak &...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 26: Model, System...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 27: Data Provenance...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 28: Alignment Research...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 29: Moderation Systems:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 30: Dual-Use Risk:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 01: Terminal-Native Coding Agent Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 02: RAG over Codebase (Cross-Repo...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 03: Real-Time Voice Assistant (ASR...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 04: Multimodal Document QA (Vision-First)...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 05: Autonomous Research Agent (AI-Scientist...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 06: DevOps Troubleshooting Agent for...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 07: End-to-End Fine-Tuning Pipeline Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 08: Production RAG Chatbot (Regulated...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 09: Code Migration Agent (Repo-Level...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 10: Multi-Agent Software Engineering Team...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 11: LLM Observability & Eval...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 12: Video Understanding Pipeline (Scene...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 13: MCP Server with Registry...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 14: Speculative-Decoding Inference Server Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 15: Constitutional Safety Harness +...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 16: GitHub Issue-to-PR Autonomous Agent...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 17: Personal AI Tutor (Adaptive,...
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