TOIT Training

Learn Mistral AI

Learn Mistral AI
  • Overview
  • Curriculum
  • Reviews

Overview

Learn how to use the Mistral AI to build intelligent apps, all the way from simple chat completions to advanced use-cases like RAG and function calling. Created in collaboration between Mistral AI and Scrimba.

  • 8 Sections
  • 25 Lessons
  • 0 Quizzes
  • 0m Duration
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Welcome

1 Lesson 0 Quizzes
  • Welcome to the Course

Introduction

2 Lessons 0 Quizzes
  • Intro to Mistral by Sophia Yang
  • Sign Up for La Plateforme

Mistral's Chat Completion API

2 Lessons 0 Quizzes
  • Mistral’s Chat Completion API
  • Mistral’s Chat Completion API Part 2

Mistral's Models

1 Lesson 0 Quizzes
  • Mistral’s Models

Retrieval-Augmented Generation (RAG)

11 Lessons 0 Quizzes
  • What is RAG?
  • What are Embeddings?
  • RAG: Chunking Text with LangChain
  • RAG: Completing the SplitDocument Function
  • RAG: Creating Our Very First Embedding
  • RAG Challenge: Embedding All Chunks and Preparing It for the Vector DB
  • Set Up Your Vector Database
  • Vector Databases
  • RAG: Uploading Data to the Vector DB
  • RAG: Query and Create Completion
  • RAG: Improve the Retrieval and Complete the Generation

Function Calling

6 Lessons 0 Quizzes
  • Function Calling
  • Function Calling: Adding a Second Function
  • Function Calling: Unpacking the Function and Arguments
  • Function Calling: Making the Call
  • Function Calling: Updating the Messages Array
  • Function Calling: Creating the Loop

Running Mistral Locally

1 Lesson 0 Quizzes
  • Running Mistral Locally

Conclusion

1 Lesson 0 Quizzes
  • Outro: Recap Mistral AI

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Course Includes

  • Understand Mistral’s platform and tools
  • Utilize Mistral’s Chat Completion API
  • Understand Mistral’s models
  • Create and manage embeddings
  • Utilize vector databases for data retrieval and storage
  • Generate and improve completions through
  • Retrieval-Augmented Generation (RAG) Implement and manage function calls
  • Handle multiple functions and arguments
  • Create efficient loops for repeated operations
  • Set up and run Mistral on a local machine
  • Organize and query data within vector databases

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