curiousily/AI-Bootcamp

Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, LangGraph, Fine-tuning Llama 3 & AI Agents (CrewAI)

AI Bootcamp

The "Get Shit Done with AI" Bootcamp focuses on real-world applications that will equip you with the skills and knowledge to become a great AI engineer

🍿 Watch on YouTube

• Real-World PyTorch
• Build Real-World Machine Learning Project
• Fine-tuning Tiny LLM on Your Data
• Deploy (Tiny) LLM to Production
• AI Agents with GPT-4 Turbo and CrewAI
• CrewAI with Open LLM (Llama 3) using Groq API
• Fine-Tuning Llama 3 on a Custom Dataset
• Local RAG with Llama 3.1 for PDFs

📖 Read the Tutorials

Foundational Skills

• Python Essentials for AI: A Practical Guide
• Real-World PyTorch

ML Pipelines

• Analyze Data For Insights
• Develop Your Model
• Evaluate Your Model
• Architect Your ML Project

Large Language Models (LLMs)

• LLMs 101
• Write Great Prompts
• Build a RAG System
• Fine-tuning Tiny LLM on Custom Dataset
• Deploy Custom LLM to Production
• LLM Evaluation

AI Agents

• Build Agentic Apps
• Agents with Llama 3 and Custom Tools
• Develop a Tweet Writing Team
• SQL Agents with CrewAI and Llama 3

Projects

• RagBase - Private Chat with Your Documents