Advanced Topics

Assumes strong ML foundations. These topics cover research papers, complex derivations, and cutting-edge techniques.

49 Topics

3D & Scene Understanding

• 3D Gaussian Splatting
• NeRF

Agents & Reasoning

• Agent Fundamentals
• Agent Memory
• Agent Skills & Safety
• Agent Workflows
• Evaluation Benchmarks
• Knowledge Graphs & Structured Knowledge
• Model Context Protocol
• Multi-Agent Systems

Foundational AI

• CNNs
• Neural Networks
• Optimization Algorithms
• Tokenization
• Word Embeddings

Generative Models

• Diffusion Models
• Image Generation & Editing

Large Language Models

• Chain-of-Thought
• Function Calling
• Inference Optimization
• Long Context Models
• LoRA & PEFT
• Mixture of Experts
• Pre-Training
• Prompting
• Reasoning Models
• RLHF & Alignment
• Scaling Laws
• Synthetic Data & Self-Improvement
• System Prompts

Multimodal AI

• Audio & Speech Models
• Contrastive Learning
• Document Understanding
• Multimodal Fundamentals
• Text-to-Video
• Video Understanding
• Vision Language Models

Physical AI & Robotics

• Imitation Learning
• Physical AI Foundations
• Physics Simulation
• Reinforcement Learning
• Robot Manipulation

Retrieval & Knowledge

• Domain Adaptation
• RAG & Retrieval

Sequence Models & Attention

• Attention Mechanism
• Multi-Head Attention
• RNNs & LSTMs
• Self-Attention
• Transformer Architecture