Beginner Topics

No prior ML experience required. These topics build intuition through visuals, analogies, and hands-on code before introducing math.

23 Topics

3D & Scene Understanding

• 3D Gaussian Splatting

Agents & Reasoning

• Agent Fundamentals
• Evaluation Benchmarks
• Knowledge Graphs & Structured Knowledge
• Model Context Protocol

Foundational AI

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

Large Language Models

• Function Calling
• Pre-Training
• Prompting
• System Prompts

Multimodal AI

• Document Understanding
• Multimodal Fundamentals
• Video Understanding

Retrieval & Knowledge

• RAG & Retrieval

Sequence Models & Attention

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