Mistral AI Cookbooks

Découvrez le potentiel des technologies Mistral AI grâce à des tutoriels et cas d’usage avancés.

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Cookbooks à la une

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Chat with your Documents with built-in Document QnA

OCRDocuments+1

Product Classification: Customise your own classifier for tailored food categorization

ClassificationFinetuning

Extract Data from Documents via Annotations

OCRData Extraction+1

HubSpot Dynamic Multi-Agent System with Magistral Reasoning

AgentsReasoning

00 — Concepts: a visual tour of the Mistral Search Toolkit ↗	RAG
Connectors in Workflows ↗	Connectors
Multiple Authentication Methods ↗	Connectors
Connectors Management ↗	Connectors
Using Connectors in Conversations ↗	Connectors
Connectors Tool Calling ↗	Connectors
Human-in-the-Loop Tool Confirmation ↗	Connectors
Using Connectors in Chat Completions ↗	Connectors
Enterprise Document AI with Mistral: Healthcare Document Processing ↗	OCR
Product Datasheet Analysis using Document AI ↗	OCR
Build a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI ↗	MCP
Document Chunking ↗	OCR
HubSpot Dynamic Multi-Agent System with Magistral Reasoning ↗	AgentsReasoning
Multi-Agent Orchestration for Data Analysis & Simulation Scenarios ↗	Agents
IndustrialKnowledgeAgent: The Smart Industrial Equipment Knowledge Agent ↗	Agents
Call Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs ↗	Agents
Multi Agent Workflow For Recruitment ↗	Agents
Serial Chain Agent Workflow - Content Repurposing ↗	AgentsWorkflow
Parallel Subtask Agent Workflow ↗	AgentsWorkflow
Multi-Agent Earnings Call Analysis System (MAECAS) ↗	Agents
🛰️ Finetuning Pixtral on a satellite imagery dataset 🛰️ ↗	PixtralFinetuning
Observability with Mistral AI and Maxim ↗	Maxim
Financial Analyst with MistralAI Agents API and MCP ↗	Agents
Github Automation with Mistral AI Agents ↗	AgentsGithub
Dequantization embeddings ↗	Dequantization
Mistral Code Embedding and Retrieval Evaluation ↗	Code embedding
Document Comprehension with Any Model via Tool Usage and OCR ↗	OCRFunction calling
PRD Generator & Linear Ticket Creator with MistralAI Agents API and MCP ↗	Agents
Build NutriSense - An AI-powered food diet companion ↗	Agents
Extract Data from Documents via Annotations ↗	OCRData Extraction
Automated Prompt Optimization ↗	Prompt EngineeringMetaGPT
Evaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) ↗	RAGEvaluation
Intent Detection: Identify user intent efficiently with a custom classifier ↗	Classification
Product Classification: Customise your own classifier for tailored food categorization ↗	ClassificationFinetuning
Moderation: Train your own moderation service ↗	ModerationClassification
OCR at scale via Mistral's Batch API ↗	OCRBatch
Building Gradio app with Mistral OCR to extract text and images from PDFs ↗	OCRGradio
Chat with your Documents with built-in Document QnA ↗	OCRDocuments
Observability with Mistral AI and MLflow ↗	EvaluationRAG
Building an LLM Agent to Find Relevant Research Papers from Arxiv ↗	AgentsRAG
Building an LLM Agent to Find Relevant Research Papers from Arxiv ↗	AgentsRAG
Build a bank support agent with Pydantic AI and Mistral AI ↗	AgentsPydantic AI
Text to SQL on multi-tables database ↗	Function callingDatabase
Implementing System-Level Guardrails with Mistral API ↗	ModerationGuardrails
Explore and learn about Mistral's Moderation service ↗	Moderation
RAG with multiple Databases via Function Calling ↗	RAGFunction calling
RAG on Neo4j database ↗	RAGNeo4j
RAG Observability with Mistral AI and Langtrace ↗	Langtrace
Monitoring Mistral AI with OpenTelemetry ↗	OpenlitOpentelemetry
Concept Deep Dive: Tokenization ↗	Tokenization
Image Description Extraction using Mistral's Pixtral API ↗	VisionImage understanding
Web Search with References ↗	RAGReference
Efficient Multimodality with Function Calling ↗	VisionImage understanding
Batch API Basics with Mistral AI ↗	VisionImage understanding
Incremental Prompt Engineering and Model Comparison with Mistral using Pixeltable ↗	Prompt EngineeringPixeltable
Mistral AI SDK Integration with Langfuse ↗	Langfuse
Monitoring LlamaIndex + Mistral applications with PostHog and Langfuse ↗	Langfuse
RAG Observability with Mistral AI and Phoenix ↗	EvaluationRAG
Multi-Modal LLM using Mistral Pixtral-12B model for image reasoning ↗	MultimodalVision
X-cmd ↗	X-cmd
🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation ↗	RoleplayCamel
Basics of Function Calling ↗	Function calling
Property Graph with Pre-defined Schemas ↗	Property graphLlamaindex
Custom Retriever in PropertyGraph ↗	Property graphCustom retrieve
PropertyGraph using Neo4j ↗	Property graphNeo4j
Extractors and Retrievers in Property Graph ↗	Property graphLlamaindex
PropertyGraph Index with Mistral AI and LlamaIndex ↗	Property graphLlamaindex
RAG with Mistral AI and MongoDB ↗	Mongodb
Microsoft AutoGen & Mistral Large 2407 - Retrieve information from a Postgresql Database ↗	Function callingAutogen
Mistral and Weights & Biases: Finetune an LLM judge so detect hallucination ↗	FinetuningEvaluation
Mistral Fine-tuning API ↗	Finetuning
Prompting Capabilities with Mistral AI ↗	Prompt EngineeringClassification
Prefix Use Cases: Language Adherence, Saving Tokens, Roleplay, Anti-Jailbreaking ↗	Prompt EngineeringPrefix
Mistral Embeddings API ↗	Embeddings
RAG Basics with Mistral AI ↗	RAG
How to evaluate LLMs ↗	Evaluation
Fine-tuning with Synthetically Generated Data ↗	Synthetic dataFinetuning
Data Generation: Refining News Articles ↗	Data generation
E2B Python AI Code Execution with Mistral's Codestral ↗	CodestralCode interpreter
Chat with Your PDF using Mistral and Mesop ↗	Mesop
Chat with Your PDF using Mistral and Solara ↗	Solara
🐫 Using CAMEL to Do Graph RAG with Mistral Models ↗	Graph RAGRAG
RAG with Mistral AI, Azure AI Search and Azure AI Studio ↗	SearchRAG
RAG Pipeline with Ollama, Mistral and LlamaIndex ↗	LlamaindexOllama
Using Mistral AI with LlamaIndex ↗	AgentsRAG
Fine Tuning MistralAI models using Finetuning API and LlamaIndex ↗	FinetuningLlamaindex
Build a Chainlit App with Mistral AI ↗	ReasoningChainlit
Codestral with code interpreting and analyzing dataset ↗	Python code interpreterCodestral
Structured Data Extraction Service Observability with Mistral AI and Phoenix ↗	TracingPhoenix
RAG with Mistral AI and Pinecone ↗	RAGPinecone
Using Mistral AI with Haystack ↗	DocumentsRAG
Building a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain ↗	SQLDatabase
PDF Entity Extraction with Indexify and Mistral ↗	PDFSummarization
PDF Summarization with Indexify and Mistral ↗	PDFSummarization
Function Calling Rest API with Mistral7Bv3 using Ollama ↗	Function callingLocal
Build a RAG application with Milvus Lite, Mistral and Llama-index ↗	RAGMilvus
Create a Mathematical Preference Dataset with distilabel ↗	DPOSynthetic data
E2b JS AI Code Execution with Mistral's Codestral ↗	CodestralCode interpreter
Chat with Your PDF using Mistral and Streamlit ↗	Streamlit
Chat with your PDF using Mistral and Panel ↗	Panel
Chat with Your PDF using Mistral and Gradio ↗	Gradio
Codestral with self-correction ↗	Code assistantLangchain
Adaptive RAG with Langchain ↗	Adaptive RAGRAG
Sub-Question Query Engine with Mistral AI and LlamaIndex ↗	AgentsRAG
Router Query Engine with Mistral AI and LlamaIndex ↗	Query EngineLlamaindex
RAG Pipeline with LlamaIndex ↗	RAGLlamaindex
Adaptive RAG with LlamaIndex ↗	Adaptive RAGRAG

00 — Concepts: a visual tour of the Mistral Search Toolkit ↗	RAG
Connectors in Workflows ↗	Connectors
Multiple Authentication Methods ↗	Connectors
Connectors Management ↗	Connectors
Using Connectors in Conversations ↗	Connectors
Connectors Tool Calling ↗	Connectors
Human-in-the-Loop Tool Confirmation ↗	Connectors
Using Connectors in Chat Completions ↗	Connectors
Enterprise Document AI with Mistral: Healthcare Document Processing ↗	OCR
Product Datasheet Analysis using Document AI ↗	OCR
Build a Custom MCP Server on LeChat: Tic-Tac-Toe with MistralAI ↗	MCP
Document Chunking ↗	OCR
HubSpot Dynamic Multi-Agent System with Magistral Reasoning ↗	AgentsReasoning
Multi-Agent Orchestration for Data Analysis & Simulation Scenarios ↗	Agents
IndustrialKnowledgeAgent: The Smart Industrial Equipment Knowledge Agent ↗	Agents
Call Transcript-to-PRD-to-Ticket Agent: Converting Meeting Transcripts to Linear Tickets using Mistral AI LLMs ↗	Agents
Multi Agent Workflow For Recruitment ↗	Agents
Serial Chain Agent Workflow - Content Repurposing ↗	AgentsWorkflow
Parallel Subtask Agent Workflow ↗	AgentsWorkflow
Multi-Agent Earnings Call Analysis System (MAECAS) ↗	Agents
🛰️ Finetuning Pixtral on a satellite imagery dataset 🛰️ ↗	PixtralFinetuning
Observability with Mistral AI and Maxim ↗	Maxim
Financial Analyst with MistralAI Agents API and MCP ↗	Agents
Github Automation with Mistral AI Agents ↗	AgentsGithub
Dequantization embeddings ↗	Dequantization
Mistral Code Embedding and Retrieval Evaluation ↗	Code embedding
Document Comprehension with Any Model via Tool Usage and OCR ↗	OCRFunction calling
PRD Generator & Linear Ticket Creator with MistralAI Agents API and MCP ↗	Agents
Build NutriSense - An AI-powered food diet companion ↗	Agents
Extract Data from Documents via Annotations ↗	OCRData Extraction
Automated Prompt Optimization ↗	Prompt EngineeringMetaGPT
Evaluating RAG: Using Mistral Models for LLM as a Judge (With Structured Outputs) ↗	RAGEvaluation
Intent Detection: Identify user intent efficiently with a custom classifier ↗	Classification
Product Classification: Customise your own classifier for tailored food categorization ↗	ClassificationFinetuning
Moderation: Train your own moderation service ↗	ModerationClassification
OCR at scale via Mistral's Batch API ↗	OCRBatch
Building Gradio app with Mistral OCR to extract text and images from PDFs ↗	OCRGradio
Chat with your Documents with built-in Document QnA ↗	OCRDocuments
Observability with Mistral AI and MLflow ↗	EvaluationRAG
Building an LLM Agent to Find Relevant Research Papers from Arxiv ↗	AgentsRAG
Building an LLM Agent to Find Relevant Research Papers from Arxiv ↗	AgentsRAG
Build a bank support agent with Pydantic AI and Mistral AI ↗	AgentsPydantic AI
Text to SQL on multi-tables database ↗	Function callingDatabase
Implementing System-Level Guardrails with Mistral API ↗	ModerationGuardrails
Explore and learn about Mistral's Moderation service ↗	Moderation
RAG with multiple Databases via Function Calling ↗	RAGFunction calling
RAG on Neo4j database ↗	RAGNeo4j
RAG Observability with Mistral AI and Langtrace ↗	Langtrace
Monitoring Mistral AI with OpenTelemetry ↗	OpenlitOpentelemetry
Concept Deep Dive: Tokenization ↗	Tokenization
Image Description Extraction using Mistral's Pixtral API ↗	VisionImage understanding
Web Search with References ↗	RAGReference
Efficient Multimodality with Function Calling ↗	VisionImage understanding
Batch API Basics with Mistral AI ↗	VisionImage understanding
Incremental Prompt Engineering and Model Comparison with Mistral using Pixeltable ↗	Prompt EngineeringPixeltable
Mistral AI SDK Integration with Langfuse ↗	Langfuse
Monitoring LlamaIndex + Mistral applications with PostHog and Langfuse ↗	Langfuse
RAG Observability with Mistral AI and Phoenix ↗	EvaluationRAG
Multi-Modal LLM using Mistral Pixtral-12B model for image reasoning ↗	MultimodalVision
X-cmd ↗	X-cmd
🐫 CAMEL Role-Playing Scraper for Report & Knowledge Graph Generation ↗	RoleplayCamel
Basics of Function Calling ↗	Function calling
Property Graph with Pre-defined Schemas ↗	Property graphLlamaindex
Custom Retriever in PropertyGraph ↗	Property graphCustom retrieve
PropertyGraph using Neo4j ↗	Property graphNeo4j
Extractors and Retrievers in Property Graph ↗	Property graphLlamaindex
PropertyGraph Index with Mistral AI and LlamaIndex ↗	Property graphLlamaindex
RAG with Mistral AI and MongoDB ↗	Mongodb
Microsoft AutoGen & Mistral Large 2407 - Retrieve information from a Postgresql Database ↗	Function callingAutogen
Mistral and Weights & Biases: Finetune an LLM judge so detect hallucination ↗	FinetuningEvaluation
Mistral Fine-tuning API ↗	Finetuning
Prompting Capabilities with Mistral AI ↗	Prompt EngineeringClassification
Prefix Use Cases: Language Adherence, Saving Tokens, Roleplay, Anti-Jailbreaking ↗	Prompt EngineeringPrefix
Mistral Embeddings API ↗	Embeddings
RAG Basics with Mistral AI ↗	RAG
How to evaluate LLMs ↗	Evaluation
Fine-tuning with Synthetically Generated Data ↗	Synthetic dataFinetuning
Data Generation: Refining News Articles ↗	Data generation
E2B Python AI Code Execution with Mistral's Codestral ↗	CodestralCode interpreter
Chat with Your PDF using Mistral and Mesop ↗	Mesop
Chat with Your PDF using Mistral and Solara ↗	Solara
🐫 Using CAMEL to Do Graph RAG with Mistral Models ↗	Graph RAGRAG
RAG with Mistral AI, Azure AI Search and Azure AI Studio ↗	SearchRAG
RAG Pipeline with Ollama, Mistral and LlamaIndex ↗	LlamaindexOllama
Using Mistral AI with LlamaIndex ↗	AgentsRAG
Fine Tuning MistralAI models using Finetuning API and LlamaIndex ↗	FinetuningLlamaindex
Build a Chainlit App with Mistral AI ↗	ReasoningChainlit
Codestral with code interpreting and analyzing dataset ↗	Python code interpreterCodestral
Structured Data Extraction Service Observability with Mistral AI and Phoenix ↗	TracingPhoenix
RAG with Mistral AI and Pinecone ↗	RAGPinecone
Using Mistral AI with Haystack ↗	DocumentsRAG
Building a Text-to-SQL conversion system with Mistral AI, Neon, and LangChain ↗	SQLDatabase
PDF Entity Extraction with Indexify and Mistral ↗	PDFSummarization
PDF Summarization with Indexify and Mistral ↗	PDFSummarization
Function Calling Rest API with Mistral7Bv3 using Ollama ↗	Function callingLocal
Build a RAG application with Milvus Lite, Mistral and Llama-index ↗	RAGMilvus
Create a Mathematical Preference Dataset with distilabel ↗	DPOSynthetic data
E2b JS AI Code Execution with Mistral's Codestral ↗	CodestralCode interpreter
Chat with Your PDF using Mistral and Streamlit ↗	Streamlit
Chat with your PDF using Mistral and Panel ↗	Panel
Chat with Your PDF using Mistral and Gradio ↗	Gradio
Codestral with self-correction ↗	Code assistantLangchain
Adaptive RAG with Langchain ↗	Adaptive RAGRAG
Sub-Question Query Engine with Mistral AI and LlamaIndex ↗	AgentsRAG
Router Query Engine with Mistral AI and LlamaIndex ↗	Query EngineLlamaindex
RAG Pipeline with LlamaIndex ↗	RAGLlamaindex
Adaptive RAG with LlamaIndex ↗	Adaptive RAGRAG

Mistral AI Cookbooks

Explorer par thématique

Agents

OCR

Évaluation

Appel de fonctions

Sorties structurées

Multimodal

Préfixe

Batch

Cookbooks à la une

Chat with your Documents with built-in Document QnA

Product Classification: Customise your own classifier for tailored food categorization

Extract Data from Documents via Annotations

HubSpot Dynamic Multi-Agent System with Magistral Reasoning