AI & Machine Learning
Master the complete AI/ML stack from fundamentals to advanced topics. Perfect for interview preparation and building real-world AI applications.
📍 Suggested Learning Path
AI & ML Fundamentals
Start your AI journey! Learn the basics of Artificial Intelligence, Machine Learning types, and core concepts.
Prompt Engineering
Master the art of crafting effective prompts. Learn advanced techniques for better AI interactions.
Large Language Models
Dive deep into LLM architecture, transformers, attention mechanisms, and models like GPT & Claude.
Vector Databases & Embeddings
Understand embeddings, vector stores, semantic search, and similarity matching for AI applications.
RAG Systems
Build Retrieval Augmented Generation systems. Learn RAG architecture, pipelines, and best practices.
AI Agents
Create autonomous AI agents. Explore agent frameworks, tool use, ReAct patterns, and multi-agent systems.
Model Context Protocol
Learn MCP - the standard for connecting AI models to data sources. Build servers and integrations.
Fine-tuning & Training
Master model fine-tuning techniques. Learn LoRA, PEFT, and production training workflows.
AI Safety & Alignment
Learn to build safe, ethical AI systems. Explore RLHF, Constitutional AI, bias mitigation, and safety practices.