What You'll Learn
- 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.
Requirements
- 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!
Who This Course is For
- Anyone Curious About AI who wants to build practical AI applications without prior experience!
- Students & Learners eager to gain hands-on experience with AI-powered search tools.
- Cybersecurity & Privacy-Conscious Users who prefer local AI models over cloud solutions.
- Python Programmers looking to enhance their skills with AI frameworks like LangChain.
- Researchers & Knowledge Workers needing AI-based document search assistants.
- Tech Entrepreneurs & Startups exploring self-hosted AI solutions.
- Backend Engineers who want to implement AI-powered APIs using FastAPI.
- Software Developers interested in building AI-driven document retrieval systems.
- Data Scientists & ML Engineers looking to integrate AI search into real-world projects.
- AI Enthusiasts & Developers who want to build local AI-powered applications.
Your Instructor
School of AI
AI Academy
4.4 Instructor Rating
8,562 Reviews
328,933 Students
86 Courses
Related Courses
More free Machine Learning courses you might be interested in
Free 100% Off
Today
Expires in 3 days
Certified Master in Agentic AI: A 52-Week Applied Program
Master AI Agents, LLMs, and Multi-Agent Systems with 156 Hands-On Topics in a Year-Long Applied Pro…
Free 100% Off
Today
Expires in 12 hours
200 Days of GenAI Mastery: Elevate Your Work & Life with AI
ChatGPT, Midjourney, DALL-E, DeepSeek, HeyGen, Suno, Microsoft Copilot, Gemini, Runway and more!
Free 100% Off
Today
Expires in 12 hours
From Prompt Engineering to Agent Engineering
Master the end-to-end journey from writing effective prompts to building real-world AI agents.
Free 100% Off
Today
Expires in 3 days
AI Agents for Everyone & AI Bootcamp with 100 Hands-on Labs
Learn to Build, Deploy, and Master AI Agents with Hands-On Projects and Practical Applications(AI)
Never Miss a Coupon!
Subscribe to our newsletter to get daily updates on the latest free courses.