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🧠 105 Free LLM Lessons
Large
Language Models
From transformer architecture to production LLM systems — master GPT, fine-tuning, RAG, RLHF, agents, and more with rigorous math and real code.
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What You Will Learn
🧠
LLM Architecture
🔤
Tokenization & Embeddings
🎯
Fine-Tuning & PEFT
💬
Prompt Engineering
📚
RAG Systems
🤝
RLHF & Alignment
⚡
Inference Optimization
🤖
LLM Agents & Tools
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All 105 Lessons
Organized by module — click any lesson to start learning
🧠
Foundations
25 lessons
- 1What Are Large Language Models
- 2Llm Architecture Deep Dive
- 3Tokenization For Llms
- 4Pretraining Language Models
- 5Fine Tuning Llms
- 6Lora And Peft
- 7Qlora And Quantization
- 8Prompt Engineering
- 9In Context Learning
- 10Chain Of Thought Reasoning
- 11Retrieval Augmented Generation
- 12Rag System Design
- 13Rlhf And Alignment
- 14Constitutional Ai
- 15Llm Evaluation Benchmarks
- 16Llm Inference Optimization
- 17Long Context Context Window
- 18Multimodal Llms
- 19Mixture Of Experts
- 20Llm Agent Frameworks
- 21Instruction Tuning
- 22Llm Safety Red Teaming
- 23Open Source Llm Ecosystem
- 24Scaling Laws Chinchilla
- 25Building Production Llm Applications
🎯
Advanced Training
20 lessons
- 26Distributed Training For Llms
- 27Data Quality And Curation
- 28Synthetic Data Generation
- 29Curriculum Learning For Llms
- 30Knowledge Distillation For Llms
- 31Speculative Decoding
- 32Continuous Batching
- 33Kv Cache Optimization
- 34Flash Attention And Memory Efficiency
- 35Model Parallelism And Tensor Parallelism
- 36Graph Rag And Knowledge Graphs
- 37Multimodal Rag
- 38Self Rag And Adaptive Retrieval
- 39Rag Evaluation And Benchmarking
- 40Agentic Rag Systems
- 41Tool Use And Function Calling
- 42Multi Agent Systems
- 43Planning And Reasoning In Agents
- 44Memory Systems For Agents
- 45Agent Evaluation And Safety
🤖
RAG & Agents
10 lessons
🏗️
Architectures
7 lessons
📖
Evaluation & Safety
13 lessons
- 63Llm Evaluation Frameworks
- 64Human Evaluation Of Llms
- 65Automated Llm Evaluation
- 66Hallucination Detection And Mitigation
- 67Bias And Fairness In Llms
- 68Llm Interpretability
- 69Llm Watermarking
- 70Copyright And Legal Issues
- 71Environmental Impact Of Llms
- 72Future Of Llms
- 73Llm Benchmarking Suites
- 74Model Compression Pipeline
- 75Llm Optimization For Mobile
📖
Production & Scaling
11 lessons
📚
Reference
19 lessons
- 87Llm For Summarization
- 88Llm For Question Answering
- 89Llm For Information Extraction
- 90Llm For Sentiment Analysis
- 91Llm For Recommendation Systems
- 92Llm For Content Creation
- 93Llm Compliance And Governance
- 94Llm Testing Strategies
- 95Llm Capstone Project
- 96Llm Research Paper Guide
- 97Llm Glossary
- 98Llm Tool Ecosystem
- 99Llm Best Practices
- 100Llm Roadmap
- 101Langchain Fundamentals
- 102Langgraph Stateful Agents
- 103Rag Production Project
- 104Multi Agent Research Team
- 105Llm Interview Projects
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