https://github.com/curiousily/AI-Bootcamp
Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, LangGraph, Fine-tuning Llama 3 & AI Agents (CrewAI)
https://github.com/curiousily/AI-Bootcamp
artificial-intelligence chatgpt crewai langchain langgraph large-language-models llama machine-learning prompt-engineering rag
Last synced: 3 months ago
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Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, LangGraph, Fine-tuning Llama 3 & AI Agents (CrewAI)
- Host: GitHub
- URL: https://github.com/curiousily/AI-Bootcamp
- Owner: curiousily
- License: mit
- Created: 2024-04-14T17:19:37.000Z (about 1 year ago)
- Default Branch: master
- Last Pushed: 2024-12-28T08:00:51.000Z (4 months ago)
- Last Synced: 2025-01-06T08:02:47.275Z (3 months ago)
- Topics: artificial-intelligence, chatgpt, crewai, langchain, langgraph, large-language-models, llama, machine-learning, prompt-engineering, rag
- Language: Jupyter Notebook
- Homepage: https://mlexpert.io
- Size: 41.9 MB
- Stars: 336
- Watchers: 5
- Forks: 118
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
- jimsghstars - curiousily/AI-Bootcamp - Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, LLMs, RAGs, LangChain, LangGraph, Fine-tuning Llama 3 & AI Agents (CrewAI) (Jupyter Notebook)
README
# 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
[](https://colab.research.google.com/github/curiousily/AI-Bootcamp/)
[](https://discord.gg/UaNPxVD6tv)
[](https://bit.ly/venelin-subscribe)
[](https://github.com/curiousily/AI-Bootcamp/blob/master/LICENSE)
## 🍿 Watch on YouTube
- [Real-World PyTorch](https://www.youtube.com/watch?v=dgs_9quxZXk)
- [Build Real-World Machine Learning Project](https://www.youtube.com/watch?v=ug1FA7qzWSc)
- [Fine-tuning Tiny LLM on Your Data](https://www.youtube.com/watch?v=_KPEoCSKHcU)
- [Deploy (Tiny) LLM to Production](https://www.youtube.com/watch?v=c10rsQkczu0)
- [AI Agents with GPT-4 Turbo and CrewAI](https://www.youtube.com/watch?v=Ev0uzdzesjU)
- [CrewAI with Open LLM (Llama 3) using Groq API](https://www.youtube.com/watch?v=N5sos1X30Rw)
- [Fine-Tuning Llama 3 on a Custom Dataset](https://www.youtube.com/watch?v=0XPZlR3_GgI)
- [Local RAG with Llama 3.1 for PDFs](https://www.youtube.com/watch?v=ofNbLa2-5SU)
## 📖 Read the Tutorials
### Foundational Skills
- [Python Essentials for AI: A Practical Guide](https://www.mlexpert.io/bootcamp)
- [Real-World PyTorch](https://www.mlexpert.io/bootcamp/real-world-pytorch)
### ML Pipelines
- [Analyze Data For Insights](https://www.mlexpert.io/bootcamp/analyze-data-for-insights)
- [Develop Your Model](https://www.mlexpert.io/bootcamp/develop-your-model)
- [Evaluate Your Model](https://www.mlexpert.io/bootcamp/evaluate-your-model)
- [Architect Your ML Project](https://www.mlexpert.io/bootcamp/architect-your-ml-project)
### Large Language Models (LLMs)
- [LLMs 101](https://www.mlexpert.io/bootcamp/llms-101)
- [Write Great Prompts](https://www.mlexpert.io/bootcamp/write-great-prompts)
- [Build a RAG System](https://www.mlexpert.io/bootcamp/build-a-rag-system)
- [Fine-tuning Tiny LLM on Custom Dataset](https://www.mlexpert.io/bootcamp/fine-tuning-tiny-llm-on-custom-dataset)
- [Deploy Custom LLM to Production](https://www.mlexpert.io/bootcamp/deploy-custom-llm-to-production)
- [LLM Evaluation](https://www.mlexpert.io/bootcamp/llm-evaluation)
### AI Agents
- [Build Agentic Apps](https://www.mlexpert.io/bootcamp/build-agentic-apps)
- [Agents with Llama 3 and Custom Tools](https://www.mlexpert.io/bootcamp/agents-with-llama-3-and-custom-tools)
- [Develop a Tweet Writing Team](https://www.mlexpert.io/bootcamp/ai-agents-in-action)
- [SQL Agents with CrewAI and Llama 3](https://www.mlexpert.io/bootcamp/sql-agents-with-crewai)
### Projects
- [RagBase - Private Chat with Your Documents](https://www.mlexpert.io/bootcamp/ragbase-local-rag)
- [Write Social Media Content with Agents](https://www.mlexpert.io/bootcamp/write-social-media-content-with-agents)