layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 01: Linear Algebra Intuition Type: Learn · Lang: Python, Julia ·...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 02: Vectors, Matrices & Operations Type: Build · Lang: Python, Julia...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 03: Matrix Transformations Type: Build · Lang: Python, Julia · Time:...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 04: Calculus for Machine Learning Type: Learn · Lang: Python ·...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 05: Chain Rule & Automatic Differentiation Type: Build · Lang: Python...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 06: Probability and Distributions Type: Learn · Lang: Python · Time:...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 07: Bayes’ Theorem Type: Build · Lang: Python · Time: ~75...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 08: Optimization Type: Build · Lang: Python · Time: ~75 minutes...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 09: Information Theory Type: Learn · Lang: Python · Time: ~60...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 10: Dimensionality Reduction Type: Build · Lang: Python · Time: ~90...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 11: Singular Value Decomposition Type: Build · Lang: Python, Julia ·...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 12: Tensor Operations Type: Build · Lang: Python · Time: ~90...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 13: Numerical Stability Type: Build · Lang: Python · Time: ~120...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 14: Norms and Distances Type: Build · Lang: Python · Time:...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 15: Statistics for Machine Learning Type: Build · Lang: Python ·...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 16: Sampling Methods Type: Build · Lang: Python · Time: ~120...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 17: Linear Systems Type: Build · Lang: Python · Time: ~120...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 18: Convex Optimization Type: Build · Lang: Python · Time: ~90...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 19: Complex Numbers for AI Type: Learn · Lang: Python ·...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 20: The Fourier Transform Type: Build · Lang: Python · Time:...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 21: Graph Theory for Machine Learning Type: Build · Lang: Python...
layout: true class: basic-layout class: center, middle, inverse-slide Step 01 - Math Foundations Module 22: Stochastic Processes Type: Learn · Lang: Python · Time: ~75...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 01: What Is Machine Learning Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 02: Linear Regression from Scratch Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 03: Logistic Regression & Classification Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 04: Decision Trees & Random Forests Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 05: Support Vector Machines Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 06: KNN & Distance Metrics Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 07: Unsupervised Learning: K-Means, DBSCAN Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 08: Feature Engineering & Selection Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 09: Model Evaluation: Metrics, Cross-Validation Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 10: Bias, Variance & the Learning Curve Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 11: Ensemble Methods: Boosting, Bagging, Stacking Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 12: Hyperparameter Tuning Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 13: ML Pipelines & Experiment Tracking Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 14: Naive Bayes Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 15: Time Series Fundamentals Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 16: Anomaly Detection Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 17: Handling Imbalanced Data Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 02 - ML Fundamentals Module 18: Feature Selection Type: Build · Lang: 🐍 Richardson Lima...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 02: Multi-Layer Networks & Forward Pass Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 03: Backpropagation from Scratch Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 04: Activation Functions: ReLU, Sigmoid, GELU & Why Type:...
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 ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 06: Optimizers: SGD, Momentum, Adam, AdamW Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 07: Regularization: Dropout, Weight Decay, BatchNorm Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 08: Weight Initialization & Training Stability Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 09: Learning Rate Schedules & Warmup Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 10: Build Your Own Mini Framework Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 11: Introduction to PyTorch Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 12: Introduction to JAX Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 03 - Deep Learning Core Module 13: Debugging Neural Networks Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 01: Image Fundamentals: Pixels, Channels, Color Spaces Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 02: Convolutions from Scratch Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 03: CNNs: LeNet to ResNet Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 04: Image Classification Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 05: Transfer Learning & Fine-Tuning Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 06: Object Detection - YOLO from Scratch Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 07: Semantic Segmentation - U-Net Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 08: Instance Segmentation - Mask R-CNN Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 09: Image Generation - GANs Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 10: Image Generation - Diffusion Models Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 11: Stable Diffusion - Architecture & Fine-Tuning Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 12: Video Understanding - Temporal Modeling Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 13: 3D Vision: Point Clouds, NeRFs Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 14: Vision Transformers (ViT) Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 15: Real-Time Vision: Edge Deployment Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 16: Build a Complete Vision Pipeline Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 17: Self-Supervised Vision - SimCLR, DINO, MAE Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 18: Open-Vocabulary Vision - CLIP Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 19: OCR & Document Understanding Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 20: Image Retrieval & Metric Learning Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 21: Keypoint Detection & Pose Estimation Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 22: 3D Gaussian Splatting from Scratch Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 23: Diffusion Transformers & Rectified Flow Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 24: SAM 3 & Open-Vocabulary Segmentation Type: Build · Lang:...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 26: Monocular Depth & Geometry Estimation Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 27: Multi-Object Tracking & Video Memory Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 04 - Computer Vision Module 28: World Models & Video Diffusion Type: Build · Lang:...
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...
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...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 04: GloVe, FastText & Subword Embeddings Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 05: Sentiment Analysis Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 06: Named Entity Recognition (NER) Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 07: POS Tagging & Syntactic Parsing Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 08: Text Classification - CNNs & RNNs for...
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: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 10: Attention Mechanism - The Breakthrough Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 11: Machine Translation Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 12: Text Summarization Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 13: Question Answering Systems Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 14: Information Retrieval & Search Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 15: Topic Modeling: LDA, BERTopic Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 16: Text Generation Type: Build · Lang: 🐍...
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 ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 18: Multilingual NLP Type: Build · Lang: 🐍...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 20: Structured Outputs & Constrained Decoding Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 21: NLI & Textual Entailment Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 22: Embedding Models Deep Dive Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 23: Chunking Strategies for RAG Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 24: Coreference Resolution Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 25: Entity Linking & Disambiguation Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 26: Relation Extraction & Knowledge Graph Construction Type:...
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...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 05 - NLP Foundations to Advanced Module 29: Dialogue State Tracking Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 01: Audio Fundamentals: Waveforms, Sampling, FFT Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 02: Spectrograms, Mel Scale & Audio Features Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 03: Audio Classification Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 04: Speech Recognition (ASR) Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 05: Whisper: Architecture & Fine-Tuning Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 06: Speaker Recognition & Verification Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 07: Text-to-Speech (TTS) Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 08: Voice Cloning & Voice Conversion Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 09: Music Generation Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 10: Audio-Language Models Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 11: Real-Time Audio Processing Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 12: Build a Voice Assistant Pipeline Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 13: Neural Audio Codecs - EnCodec, SNAC, Mimi, DAC...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 14: Voice Activity Detection & Turn-Taking Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 15: Streaming Speech-to-Speech - Moshi, Hibiki Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 16: Voice Anti-Spoofing & Audio Watermarking Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 06 - Speech & Audio Module 17: Audio Evaluation - WER, MOS, MMAU, Leaderboards Type:...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 02: Self-Attention from Scratch Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 03: Multi-Head Attention Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 04: Positional Encoding: Sinusoidal, RoPE, ALiBi Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 05: The Full Transformer: Encoder + Decoder Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 06: BERT - Masked Language Modeling Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 07: GPT - Causal Language Modeling Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 08: T5, BART - Encoder-Decoder Models Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 09: Vision Transformers (ViT) Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 10: Audio Transformers - Whisper Architecture Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 11: Mixture of Experts (MoE) Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 12: KV Cache, Flash Attention & Inference Optimization Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 13: Scaling Laws Type: Learn · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 07 - Transformers Deep Dive Module 14: Build a Transformer from Scratch Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 01: Generative Models: Taxonomy & History Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 02: Autoencoders & VAE Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 03: GANs: Generator vs Discriminator Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 04: Conditional GANs & Pix2Pix Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 05: StyleGAN Type: Build · Lang: 🐍 Richardson Lima Summary...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 06: Diffusion Models - DDPM from Scratch Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 07: Latent Diffusion & Stable Diffusion Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 08: ControlNet, LoRA & Conditioning Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 09: Inpainting, Outpainting & Editing Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 10: Video Generation Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 11: Audio Generation Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 12: 3D Generation Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 13: Flow Matching & Rectified Flows Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 08 - Generative AI Module 14: Evaluation: FID, CLIP Score Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 01: MDPs, States, Actions & Rewards Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 02: Dynamic Programming Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 03: Monte Carlo Methods Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 04: Q-Learning, SARSA Type: Build · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 05: Deep Q-Networks (DQN) Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 06: Policy Gradients - REINFORCE Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 07: Actor-Critic - A2C, A3C Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 08: PPO Type: Build · Lang: 🐍 Richardson Lima Summary...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 09: Reward Modeling & RLHF Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 10: Multi-Agent RL Type: Build · Lang: 🐍 Richardson Lima...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 09 - Reinforcement Learning Module 12: RL for Games Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 01: Tokenizers: BPE, WordPiece, SentencePiece Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 02: Building a Tokenizer from Scratch Type: Build ·...
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:...
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 ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 05: Distributed Training, FSDP, DeepSpeed Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 06: Instruction Tuning - SFT Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 07: RLHF - Reward Model + PPO Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 08: DPO - Direct Preference Optimization Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 09: Constitutional AI & Self-Improvement Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 10: Evaluation - Benchmarks, Evals Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 11: Quantization: INT8, GPTQ, AWQ, GGUF Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 12: Inference Optimization Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 13: Building a Complete LLM Pipeline Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 14: Open Models: Architecture Walkthroughs Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 15: Speculative Decoding and EAGLE-3 Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 16: Differential Attention (V2) Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 17: Native Sparse Attention (DeepSeek NSA) Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 18: Multi-Token Prediction (MTP) Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 19: DualPipe Parallelism Type: Learn · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 20: DeepSeek-V3 Architecture Walkthrough Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 21: Jamba - Hybrid SSM-Transformer Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 10 - LLMs from Scratch Module 22: Async and Hogwild! Inference Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 01: Prompt Engineering: Techniques & Patterns Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 02: Few-Shot, CoT, Tree-of-Thought Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 03: Structured Outputs Type: Build · Lang: 🐍 🟦 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 04: Embeddings & Vector Representations Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 05: Context Engineering Type: Build · Lang: 🐍 🟦 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 06: RAG: Retrieval-Augmented Generation Type: Build · Lang: 🐍 🟦...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 07: Advanced RAG: Chunking, Reranking Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 08: Fine-Tuning with LoRA & QLoRA Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 09: Function Calling & Tool Use Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 10: Evaluation & Testing Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 11: Caching, Rate Limiting & Cost Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 12: Guardrails & Safety Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 13: Building a Production LLM App Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 14: Model Context Protocol (MCP) Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 11 - LLM Engineering Module 15: Prompt Caching & Context Caching Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 01: Vision Transformers and the Patch-Token Primitive Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 02: CLIP and Contrastive Vision-Language Pretraining Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 03: BLIP-2 Q-Former as Modality Bridge Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 04: Flamingo and Gated Cross-Attention Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 05: LLaVA and Visual Instruction Tuning Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 06: Any-Resolution Vision - Patch-n-Pack and NaFlex Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 07: Open-Weight VLM Recipes: What Actually Matters Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 08: LLaVA-OneVision: Single, Multi, Video Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 09: Qwen-VL Family and Dynamic-FPS Video Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 10: InternVL3 Native Multimodal Pretraining Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 11: Chameleon Early-Fusion Token-Only Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 12: Emu3 Next-Token Prediction for Generation Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 13: Transfusion Autoregressive + Diffusion Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 14: Show-o Discrete-Diffusion Unified Type: Learn · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 15: Janus-Pro Decoupled Encoders Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 16: MIO Any-to-Any Streaming Type: Learn · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 17: Video-Language Temporal Grounding Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 18: Long-Video at Million-Token Context Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 19: Audio-Language Models: Whisper to AF3 Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 20: Omni Models: Thinker-Talker Streaming Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 21: Embodied VLAs: RT-2, OpenVLA, pi0, GR00T Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 22: Document and Diagram Understanding Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 23: ColPali Vision-Native Document RAG Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 24: Multimodal RAG and Cross-Modal Retrieval Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 12 - Multimodal AI Module 25: Multimodal Agents and Computer-Use (Capstone) Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 01: The Tool Interface Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 02: Function Calling Deep Dive Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 03: Parallel and Streaming Tool Calls Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 04: Structured Output Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 05: Tool Schema Design Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 06: MCP Fundamentals Type: Learn · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 07: Building an MCP Server Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 08: Building an MCP Client Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 09: MCP Transports Type: Learn · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 10: MCP Resources and Prompts Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 11: MCP Sampling Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 12: MCP Roots and Elicitation Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 13: MCP Async Tasks Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 14: MCP Apps Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 15: MCP Security I - Tool Poisoning Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 16: MCP Security II - OAuth 2.1 Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 17: MCP Gateways and Registries Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 18: MCP Auth in Production - DCR + JWKS...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 19: A2A Protocol Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 20: OpenTelemetry GenAI Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 21: LLM Routing Layer Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 22: Skills and Agent SDKs Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 13 - Tools & Protocols Module 23: Capstone - Tool Ecosystem Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 01: The Agent Loop Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 02: ReWOO and Plan-and-Execute Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 03: Reflexion and Verbal Reinforcement Learning Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 04: Tree of Thoughts and LATS Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 05: Self-Refine and CRITIC Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 06: Tool Use and Function Calling Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 07: Memory - Virtual Context and MemGPT Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 08: Memory Blocks and Sleep-Time Compute Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 09: Hybrid Memory - Mem0 Vector + Graph + KV...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 10: Skill Libraries and Lifelong Learning - Voyager Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 11: Planning with HTN and Evolutionary Search Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 12: Anthropic’s Workflow Patterns Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 13: LangGraph - Stateful Graphs and Durable Execution Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 14: AutoGen v0.4 - Actor Model Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 15: CrewAI - Role-Based Crews and Flows Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 16: OpenAI Agents SDK - Handoffs, Guardrails, Tracing Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 17: Claude Agent SDK - Subagents and Session Store Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 18: Agno and Mastra - Production Runtimes Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 19: Benchmarks - SWE-bench, GAIA, AgentBench Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 20: Benchmarks - WebArena and OSWorld Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 21: Computer Use - Claude, OpenAI CUA, Gemini Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 22: Voice Agents - Pipecat and LiveKit Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 23: OpenTelemetry GenAI Semantic Conventions Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 24: Agent Observability - Langfuse, Phoenix, Opik Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 25: Multi-Agent Debate and Collaboration Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 26: Failure Modes - Why Agents Break Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 27: Prompt Injection and the PVE Defense Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 28: Orchestration Patterns - Supervisor, Swarm, Hierarchical Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 29: Production Runtimes - Queue, Event, Cron Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 14 - Agent Engineering Module 30: Eval-Driven Agent Development Type: Build · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 01: From Chatbots to Long-Horizon Agents (METR) Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 02: STaR, V-STaR, Quiet-STaR: Self-Taught Reasoning Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 03: AlphaEvolve: Evolutionary Coding Agents Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 04: Darwin Godel Machine: Self-Modifying Agents Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 05: AI Scientist v2: Workshop-Level Research Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 06: Automated Alignment Research (Anthropic AAR) Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 07: Recursive Self-Improvement: Capability vs Alignment Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 08: Bounded Self-Improvement Designs Type: Learn · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 09: Autonomous Coding Agent Landscape (SWE-bench, CodeAct) Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 10: Claude Code Permission Modes and Auto Mode Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 11: Browser Agents and Indirect Prompt Injection Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 12: Durable Execution for Long-Running Agents Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 13: Action Budgets, Iteration Caps, Cost Governors Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 14: Kill Switches, Circuit Breakers, Canary Tokens Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 15: HITL: Propose-Then-Commit Type: Learn · Lang: 🐍 Richardson Lima...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 16: Checkpoints and Rollback Type: Learn · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 17: Constitutional AI and Rule Overrides Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 18: Llama Guard and Input/Output Classification Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 19: Anthropic Responsible Scaling Policy v3.0 Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 20: OpenAI Preparedness Framework and DeepMind FSF Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 21: METR Time Horizons and External Evaluation Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 15 - Autonomous Systems Module 22: CAIS, CAISI, and Societal-Scale Risk Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 01: Why Multi-Agent Type: Learn · Lang: 🟦 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 02: FIPA-ACL Heritage and Speech Acts Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 03: Communication Protocols Type: Build · Lang: 🟦 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 04: The Multi-Agent Primitive Model Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 05: Supervisor / Orchestrator-Worker Pattern Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 06: Hierarchical Architecture and Decomposition Drift Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 07: Society of Mind and Multi-Agent Debate Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 08: Role Specialization - Planner / Critic / Executor...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 09: Parallel Swarm and Networked Architectures Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 10: Group Chat and Speaker Selection Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 11: Handoffs and Routines (Stateless Orchestration) Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 12: A2A - The Agent-to-Agent Protocol Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 13: Shared Memory and Blackboard Patterns Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 14: Consensus and Byzantine Fault Tolerance Type: Build ·...
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 ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 16: Negotiation and Bargaining Type: Build · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 17: Generative Agents and Emergent Simulation Type: Build ·...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 19: Swarm Optimization (PSO, ACO) Type: Build · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 20: MARL - MADDPG, QMIX, MAPPO Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 21: Agent Economies, Token Incentives, Reputation Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 22: Production Scaling - Queues, Checkpoints, Durability Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 23: Failure Modes - MAST, Groupthink, Monoculture Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 16 - Multi-Agent & Swarms Module 24: Evaluation and Coordination Benchmarks Type: Learn · Lang:...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 01: Managed LLM Platforms - Bedrock, Azure OpenAI, Vertex...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 02: Inference Platform Economics - Fireworks, Together, Baseten, Modal...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 03: GPU Autoscaling on Kubernetes - Karpenter, KAI Scheduler...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 04: vLLM Serving Internals - PagedAttention, Continuous Batching, Chunked...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 05: EAGLE-3 Speculative Decoding in Production Type: Learn ·...
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...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 08: Inference Metrics - TTFT, TPOT, ITL, Goodput, P99...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 09: Production Quantization - AWQ, GPTQ, GGUF, FP8, NVFP4...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 10: Cold Start Mitigation for Serverless LLMs Type: Learn...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 12: Edge Inference - ANE, Hexagon, WebGPU, Jetson Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 13: LLM Observability Stack Selection Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 14: Prompt Caching and Semantic Caching Economics Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 15: Batch APIs - the 50% Discount as Industry...
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...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 18: vLLM Production Stack with LMCache KV Offloading Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 19: AI Gateways - LiteLLM, Portkey, Kong, Bifrost Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 20: Shadow, Canary, and Progressive Deployment Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 21: A/B Testing LLM Features - GrowthBook and Statsig...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 22: Load Testing LLM APIs - k6, LLMPerf, GenAI-Perf...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 23: SRE for AI - Multi-Agent Incident Response Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 24: Chaos Engineering for LLM Production Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 25: Security - Secrets, PII Scrubbing, Audit Logs Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 26: Compliance - SOC 2, HIPAA, GDPR, EU AI...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 17 - Infrastructure & Production Module 27: FinOps for LLMs - Unit Economics and Multi-Tenant...
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,...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 01: Instruction-Following as Alignment Signal Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 02: Reward Hacking & Goodhart’s Law Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 03: Direct Preference Optimization Family Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 04: Sycophancy as RLHF Amplification Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 05: Constitutional AI & RLAIF Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 06: Mesa-Optimization & Deceptive Alignment Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 07: Sleeper Agents - Persistent Deception Type: Learn...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 09: Alignment Faking Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 10: AI Control - Safety Despite Subversion Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 11: Scalable Oversight & Weak-to-Strong Type: Learn ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 12: Red-Teaming: PAIR & Automated Attacks Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 13: Many-Shot Jailbreaking Type: Learn · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 14: ASCII Art & Visual Jailbreaks Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 15: Indirect Prompt Injection Type: Build · Lang:...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 17: WMDP & Dual-Use Capability Evaluation Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 18: Frontier Safety Frameworks - RSP, PF, FSF...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 19: Model Welfare Research Type: Learn · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 20: Bias & Representational Harm Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 21: Fairness Criteria: Group, Individual, Counterfactual Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 22: Differential Privacy for LLMs Type: Build ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 23: Watermarking: SynthID, Stable Signature, C2PA Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 24: Regulatory Frameworks: EU, US, UK, Korea Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 25: EchoLeak & CVEs for AI Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 26: Model, System & Dataset Cards Type: Build...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 27: Data Provenance & Training-Data Governance Type: Learn...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 28: Alignment Research Ecosystem: MATS, Redwood, Apollo, METR...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 18 - Ethics, Safety & Alignment Module 29: Moderation Systems: OpenAI, Perspective, Llama Guard Type:...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 01: Terminal-Native Coding Agent Type: Project · Lang: 🟦 🐍...
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 ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 03: Real-Time Voice Assistant (ASR -> LLM -> TTS) Type:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 04: Multimodal Document QA (Vision-First) Type: Project · Lang: 🐍...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 06: DevOps Troubleshooting Agent for Kubernetes Type: Project · Lang:...
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...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 08: Production RAG Chatbot (Regulated Vertical) Type: Project · Lang:...
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:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 10: Multi-Agent Software Engineering Team Type: Project · Lang: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 11: LLM Observability & Eval Dashboard Type: Project · Lang:...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 12: Video Understanding Pipeline (Scene -> QA) Type: Project ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 13: MCP Server with Registry and Governance Type: Project ·...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 14: Speculative-Decoding Inference Server Type: Project · Lang: 🐍 Richardson...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 15: Constitutional Safety Harness + Red-Team Range Type: Project ·...
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: 🐍...
layout: true class: basic-layout — class: center, middle, inverse-slide Step 19 - Capstone Projects Project 17: Personal AI Tutor (Adaptive, Multimodal) Type: Project · Lang:...
Knowledge grows when shared. This page serves as a “living document” of my studies.
“We are standing on the shoulders of giants. This is my way of adding a small step to the ladder.”