Learn AI-powered document search, RAG, FastAPI, ChromaDB, embeddings, vector search, and Streamlit UI
Sub Category
- Data Science
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Objectives
- Set up and configure Mistral AI & Ollama locally for AI-powered applications.
- Extract and process text from PDFs, Word, and TXT files for AI search.
- Convert text into vector embeddings for efficient document retrieval.
- Implement AI-powered search using LangChain and ChromaDB.
- Develop a Retrieval-Augmented Generation (RAG) system for better AI answers.
- Build a FastAPI backend to process AI queries and document retrieval.
- Design an interactive UI using Streamlit for AI-powered knowledge retrieval.
- Integrate Mistral AI with LangChain to generate contextual responses.
- Optimize AI search performance for faster and more accurate results.
- Deploy and run a local AI-powered assistant for real-world use cases.
Pre Requisites
- Basic Python knowledge is recommended but not required.
- Familiarity with APIs and HTTP requests is helpful but optional.
- A computer with at least 8GB RAM (16GB recommended for better performance).
- Windows, macOS, or Linux with Python 3.8+ installed.
- Basic understanding of AI concepts is a plus but not mandatory.
- No prior experience with Ollama, LangChain, or Mistral AI is needed.
- Willingness to learn and experiment with AI-powered applications.
- Admin access to install necessary tools like FastAPI, Streamlit, and ChromaDB.
- A stable internet connection to download required models and dependencies.
- Curiosity and enthusiasm to build AI-powered search applications!
FAQ
- Q. How long do I have access to the course materials?
- A. You can view and review the lecture materials indefinitely, like an on-demand channel.
- Q. Can I take my courses with me wherever I go?
- A. Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don't have an internet connection, some instructors also let their students download course lectures. That's up to the instructor though, so make sure you get on their good side!
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