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Mistral AI Development: AI with Mistral, LangChain & Ollama
V
Vivian Aranha
4/24/2025
·
2 min read
Course Overview
Course Title:
Mistral AI Development: AI with Mistral, LangChain & Ollama
Instructor:
Vivian Aranha
Target Audience:
AI Developers & ML Engineers
Python Programmers & Software Engineers
Tech Entrepreneurs & Startups
Cybersecurity Professionals & Privacy-Conscious Users
Data Scientists & Researchers
Students & AI Enthusiasts
Prerequisites:
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.
Admin access to install necessary tools like FastAPI, Streamlit, and ChromaDB.
A stable internet connection to download required models and dependencies.
Curriculum Highlights
Key Topics Covered:
Setting up and configuring Mistral AI & Ollama locally for AI-powered applications.
Extracting and processing text from PDFs, Word, and TXT files for AI search.
Converting text into vector embeddings for efficient document retrieval.
Implementing AI-powered search using LangChain and ChromaDB.
Developing a Retrieval-Augmented Generation (RAG) system for better AI answers.
Building a FastAPI backend to process AI queries and document retrieval.
Designing an interactive UI using Streamlit for AI-powered knowledge retrieval.
Integrating Mistral AI with LangChain to generate contextual responses.
Optimizing AI search performance for faster and more accurate results.
Deploying and running a local AI-powered assistant for real-world use cases.
Key Skills Learned:
Mistral AI & Ollama configuration
Text extraction and processing
Vector embeddings for document retrieval
AI-powered search implementation
Retrieval-Augmented Generation (RAG) system development
FastAPI backend development
Interactive UI design with Streamlit
AI search performance optimization
Local AI-powered assistant deployment
Course Format
Duration:
2 hours on-demand video
Format:
Self-paced online course
Resources:
Access on mobile and TV
Certificate of completion
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