AI LIBRARY

Mistral AI (73 Lessons)

Mistral AI is a language model platform for chat, reasoning, coding, documents, and applications. Learn practical skills with AI Academy and discover useful workflows in our AI Library.

Lessons (73)

Explore all lessons in this catalogue and start learning at your own pace.

Module I. Mistral AI Fundamentals (5 Lessons)

What Is Mistral AI? ▶ 1. What Is Mistral AI? ❌ AI Academy 1U introduces Mistral AI as an ecosystem of models, assistants, APIs, agents, and enterprise infrastructure designed for productivity, development, automation, and production AI systems. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Understand the Mistral AI Ecosystem ▶ 2. Understand the Mistral AI Ecosystem ❌ AI Academy 1U explains how Mistral models, Vibe, Studio, APIs, Agents, Workflows, Search, OCR, audio, and deployment options fit together within the broader Mistral AI ecosystem. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Open-Weight vs Commercial Models ▶ 3. Open-Weight vs Commercial Models ❌ AI Academy 1U explains the differences between Mistral open-weight and commercial models, including customization, licensing, hosting, privacy, deployment flexibility, and API access considerations. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Create and Set Up Your Mistral Account ▶ 4. Create and Set Up Your Mistral Account ❌ AI Academy 1U guides learners through preparing a Mistral account and accessing the key environments needed for Vibe, Studio, APIs, agents, and developer workflows. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Choose the Right Mistral Product for Your Task ▶ 5. Choose the Right Mistral Product for Your Task ❌ AI Academy 1U teaches learners how to choose between Mistral Vibe, Studio, APIs, OCR, coding agents, and self-hosted models based on specific business and development requirements. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free

Module II. Mistral Vibe for Everyday AI Work (6 Lessons)

Understand Mistral Vibe ▶ 6. Understand Mistral Vibe ❌ AI Academy 1U introduces Mistral Vibe as a unified assistant for productivity, research, document work, coding, and increasingly complex professional workflows. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Write Better Prompts in Vibe ▶ 7. Write Better Prompts in Vibe ❌ AI Academy 1U teaches learners how to structure Mistral Vibe prompts around goals, context, constraints, and expected output for clearer and more reliable results. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Work with Files, Images and Documents ▶ 8. Work with Files, Images and Documents ❌ AI Academy 1U teaches learners how to use Mistral Vibe to analyze files, images, PDFs, and business documents for extraction, interpretation, summarization, and structured information processing. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Use Deep Research 🔒 9. Use Deep Research ❌ AI Academy 1U teaches learners how to use Mistral Deep Research for structured investigations that require gathering, organizing, evaluating, and synthesizing information across multiple sources. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Use Projects and Context Organization 🔒 10. Use Projects and Context Organization ❌ AI Academy 1U teaches learners how to organize Mistral conversations, documents, and ongoing work into projects that preserve useful context across related tasks. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Use Work Mode for Multi-Step Tasks 🔒 11. Use Work Mode for Multi-Step Tasks ❌ AI Academy 1U teaches learners how to use Mistral Work Mode for longer tasks that require research, planning, tool use, and coordinated multi-step execution. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module III. Mistral Model Families (6 Lessons)

Understand Generalist Mistral Models ▶ 12. Understand Generalist Mistral Models ❌ AI Academy 1U introduces Mistral generalist models for chat, reasoning, coding, multimodal tasks, and agentic workflows, helping learners understand their broad application roles. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Understand Mistral Medium 3.5 🔒 13. Understand Mistral Medium 3.5 ❌ AI Academy 1U explains the role of Mistral Medium 3.5 in advanced coding, reasoning, and agentic workloads and how it fits within Mistral’s model portfolio. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Mistral Small 4 🔒 14. Understand Mistral Small 4 ❌ AI Academy 1U introduces Mistral Small 4 as an efficient model combining instruct, reasoning, multimodal, and coding capabilities for cost-sensitive and responsive applications. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Mistral Large and Ministral Models 🔒 15. Understand Mistral Large and Ministral Models ❌ AI Academy 1U compares Mistral Large and Ministral models, helping learners understand when to prioritize higher capability versus lower latency, lower cost, and smaller deployment footprints. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Choose Models by Quality, Latency and Cost 🔒 16. Choose Models by Quality, Latency and Cost ❌ AI Academy 1U teaches learners how to create a practical model-selection strategy that balances response quality, latency, operating cost, and workload requirements. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Compare Models for the Same Task 🔒 17. Compare Models for the Same Task ❌ AI Academy 1U guides learners through benchmarking multiple Mistral models on writing, reasoning, extraction, and coding tasks to evaluate real-world performance differences. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module IV. Mistral API Fundamentals (6 Lessons)

Understand the Mistral API ▶ 18. Understand the Mistral API ❌ AI Academy 1U explains how applications communicate with Mistral models through API requests and how structured inputs are converted into programmatic model responses. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Create and Manage API Keys ▶ 19. Create and Manage API Keys ❌ AI Academy 1U teaches learners how to create, store, rotate, and protect Mistral API credentials for secure development and production use. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Send Your First Chat Completion Request 🔒 20. Send Your First Chat Completion Request ❌ AI Academy 1U guides learners through sending a first Mistral chat completion request with messages, model selection, parameters, and structured response handling. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand System, User and Assistant Messages 🔒 21. Understand System, User and Assistant Messages ❌ AI Academy 1U explains how system, user, and assistant message roles shape conversation context, model behavior, and predictable application responses. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Handle Streaming Responses 🔒 22. Handle Streaming Responses ❌ AI Academy 1U teaches learners how to process streaming Mistral responses so applications can display model output progressively for a faster user experience. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build a Simple Mistral AI Application 🔒 23. Build a Simple Mistral AI Application ❌ AI Academy 1U guides learners through building a basic Mistral application that combines user input, API requests, response handling, and application output. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module V. Structured Outputs & Function Calling (6 Lessons)

Understand Structured AI Outputs ▶ 24. Understand Structured AI Outputs ❌ AI Academy 1U explains why production applications often require predictable structured data such as JSON or schema-based output instead of unrestricted natural-language responses. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Generate Reliable Structured Data 🔒 25. Generate Reliable Structured Data ❌ AI Academy 1U teaches learners how to design schemas and extract reliable structured fields from text, forms, documents, and other business information. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Function Calling 🔒 26. Understand Function Calling ❌ AI Academy 1U explains how Mistral models select functions based on user intent and generate structured arguments that applications can use to invoke external operations. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build Your First Function Tool 🔒 27. Build Your First Function Tool ❌ AI Academy 1U guides learners through defining a simple function tool and allowing a Mistral model to decide when the function should be called. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Combine Multiple Tools 🔒 28. Combine Multiple Tools ❌ AI Academy 1U teaches learners how to provide multiple functions and actions so Mistral can choose the most appropriate tool for each task. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build a Tool-Using Business Assistant 🔒 29. Build a Tool-Using Business Assistant ❌ AI Academy 1U guides learners through building a Mistral business assistant that combines reasoning with external function calls and controlled business actions. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module VI. Mistral Agents (7 Lessons)

Understand Mistral Agents ▶ 30. Understand Mistral Agents ❌ AI Academy 1U explains how Mistral Agents differ from standard model completions by maintaining context, selecting tools, and coordinating multiple steps toward a defined outcome. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Create Your First Agent ▶ 31. Create Your First Agent ❌ AI Academy 1U guides learners through configuring a first Mistral Agent with instructions, a selected model, and basic tool capabilities. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Design Better Agent Instructions 🔒 32. Design Better Agent Instructions ❌ AI Academy 1U teaches learners how to define roles, objectives, policies, tool rules, constraints, and expected outputs for more reliable Mistral Agent behavior. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Add Built-In Tools to an Agent 🔒 33. Add Built-In Tools to an Agent ❌ AI Academy 1U teaches learners how to extend Mistral Agents with built-in capabilities such as search, code execution, image generation, and document resources. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Add Custom Functions to an Agent 🔒 34. Add Custom Functions to an Agent ❌ AI Academy 1U teaches learners how to connect Mistral Agents to custom business functions so agents can interact with application-specific logic and services. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Use MCP Connectors with Agents 🔒 35. Use MCP Connectors with Agents ❌ AI Academy 1U teaches learners how to connect Mistral Agents to external MCP servers so agents can access approved tools, resources, and enterprise systems. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build a Production Business Agent 🔒 36. Build a Production Business Agent ❌ AI Academy 1U guides learners through building a production-oriented Mistral Agent with business context, tools, controlled actions, and clearly defined operational boundaries. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module VII. Studio & Workflows (6 Lessons)

Understand Mistral Studio ▶ 37. Understand Mistral Studio ❌ AI Academy 1U introduces Mistral Studio as an environment for developing prompts, reusable skills, agents, connectors, and enterprise AI applications. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Manage Prompts and Skills in Studio 🔒 38. Manage Prompts and Skills in Studio ❌ AI Academy 1U teaches learners how to organize, version, reuse, and manage prompts and skills in Mistral Studio for consistent application development. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Mistral Workflows 🔒 39. Understand Mistral Workflows ❌ AI Academy 1U explains how Mistral Workflows coordinate ordered steps, models, tools, data, and controls for repeatable business processes. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build Your First Workflow 🔒 40. Build Your First Workflow ❌ AI Academy 1U guides learners through creating a Mistral workflow that moves from input through model processing and tool actions to a structured output. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Connect Enterprise Data through MCP 🔒 41. Connect Enterprise Data through MCP ❌ AI Academy 1U teaches learners how to use MCP connectors to connect Mistral workflows and agents with approved enterprise data and business systems. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Add Human Approval to Sensitive Actions 🔒 42. Add Human Approval to Sensitive Actions ❌ AI Academy 1U teaches learners how to introduce human review before sensitive Mistral workflow actions are executed, improving governance and operational control. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module VIII. OCR & Document AI (6 Lessons)

Understand Mistral OCR ▶ 43. Understand Mistral OCR ❌ AI Academy 1U introduces Mistral OCR as a document intelligence capability that extracts text while preserving useful structural information such as layouts, tables, and document organization. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Process PDFs and Images ▶ 44. Process PDFs and Images ❌ AI Academy 1U teaches learners how to send PDFs and scanned images through Mistral OCR pipelines and obtain structured content for downstream applications. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Extract Tables and Structured Fields 🔒 45. Extract Tables and Structured Fields ❌ AI Academy 1U teaches learners how to extract tables, fields, and structured business information from invoices, forms, statements, and complex document layouts. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Bounding Boxes and Confidence Scores 🔒 46. Understand Bounding Boxes and Confidence Scores ❌ AI Academy 1U explains how bounding boxes and confidence scores help applications locate, validate, highlight, and review information extracted from documents. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build a Document Processing Pipeline 🔒 47. Build a Document Processing Pipeline ❌ AI Academy 1U guides learners through building a Mistral document processing pipeline that combines OCR, structured extraction, validation, and business-ready output. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Use OCR for Enterprise RAG 🔒 48. Use OCR for Enterprise RAG ❌ AI Academy 1U teaches learners how to convert complex documents into searchable knowledge that can support enterprise retrieval and grounded Mistral applications. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module IX. Embeddings, Search & RAG (5 Lessons)

Understand Embeddings ▶ 49. Understand Embeddings ❌ AI Academy 1U explains how embeddings represent semantic meaning numerically and why they are essential for vector search, retrieval, and document similarity. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Build Semantic Search 🔒 50. Build Semantic Search ❌ AI Academy 1U teaches learners how to embed documents and queries so Mistral applications can retrieve content based on semantic meaning rather than exact keywords. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build a Basic RAG Pipeline 🔒 51. Build a Basic RAG Pipeline ❌ AI Academy 1U guides learners through creating a Mistral RAG pipeline that chunks documents, generates embeddings, retrieves relevant context, and produces grounded answers. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Agentic Search 🔒 52. Understand Agentic Search ❌ AI Academy 1U explains how agentic search goes beyond single-step retrieval by allowing systems to navigate, inspect, and verify multiple information sources. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build a Search-Grounded AI Assistant 🔒 53. Build a Search-Grounded AI Assistant ❌ AI Academy 1U guides learners through building a Mistral assistant that searches, verifies, and incorporates retrieved information before generating a final response. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module X. Audio & Voice AI with Voxtral (5 Lessons)

Understand Voxtral ▶ 54. Understand Voxtral ❌ AI Academy 1U introduces Voxtral as Mistral’s audio model family for speech recognition, transcription, and voice-enabled applications. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Transcribe Audio with Voxtral 🔒 55. Transcribe Audio with Voxtral ❌ AI Academy 1U teaches learners how to convert recorded speech into text for meetings, calls, media, and other audio-processing workflows using Voxtral. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build Real-Time Transcription 🔒 56. Build Real-Time Transcription ❌ AI Academy 1U teaches learners how to design a Voxtral workflow that processes continuous speech and produces transcription results in real time. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Mistral Text-to-Speech 🔒 57. Understand Mistral Text-to-Speech ❌ AI Academy 1U introduces Mistral text-to-speech capabilities for generating spoken output in voice assistants and multilingual audio applications. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build a Voice AI Assistant 🔒 58. Build a Voice AI Assistant ❌ AI Academy 1U guides learners through building a Mistral voice assistant that combines speech input, transcription, model reasoning, and spoken responses. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module XI. Coding with Mistral Vibe & Devstral (4 Lessons)

Understand Mistral Coding Models and Vibe ▶ 59. Understand Mistral Coding Models and Vibe ❌ AI Academy 1U explains the difference between coding models and coding agents while introducing the roles of Devstral and Mistral Vibe in software development. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Use Vibe for Codebase Tasks 🔒 60. Use Vibe for Codebase Tasks ❌ AI Academy 1U teaches learners how to use Mistral Vibe to inspect multi-file codebases, modify code, reason about dependencies, and explain implementation changes. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Build Custom Skills and Subagents 🔒 61. Build Custom Skills and Subagents ❌ AI Academy 1U teaches learners how to create specialized Mistral Vibe skills and subagents for repeatable development tasks and team-specific coding workflows. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Use Remote Coding Agents 🔒 62. Use Remote Coding Agents ❌ AI Academy 1U teaches learners how to delegate longer development tasks to remote Mistral coding agents that can work independently in cloud environments. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module XII. Fine-Tuning & Custom Models (5 Lessons)

Understand Fine-Tuning ▶ 63. Understand Fine-Tuning ❌ AI Academy 1U explains how fine-tuning differs from prompting and retrieval, helping learners identify situations where model behavior should be customized through training. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Prepare Training Data 🔒 64. Prepare Training Data ❌ AI Academy 1U teaches learners how to prepare high-quality instruction and response datasets for domain-specific Mistral model behavior. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Fine-Tune a Mistral Model 🔒 65. Fine-Tune a Mistral Model ❌ AI Academy 1U guides learners through the core Mistral fine-tuning workflow, including dataset preparation, training, validation, and model evaluation. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Mistral Forge 🔒 66. Understand Mistral Forge ❌ AI Academy 1U introduces Mistral Forge as an enterprise model-building environment for creating advanced models grounded in proprietary organizational knowledge. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Decide Between RAG, Fine-Tuning and Custom Models 🔒 67. Decide Between RAG, Fine-Tuning and Custom Models ❌ AI Academy 1U teaches learners how to choose between RAG, fine-tuning, and custom models based on knowledge requirements, behavior, cost, privacy, and deployment constraints. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module XIII. Deployment, Privacy & Sovereign AI (4 Lessons)

Understand Mistral Deployment Options ▶ 68. Understand Mistral Deployment Options ❌ AI Academy 1U explains the differences among Mistral-hosted APIs, cloud deployments, private environments, and self-hosted open-weight models. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Deploy Open-Weight Models 🔒 69. Deploy Open-Weight Models ❌ AI Academy 1U explains the core infrastructure requirements for serving Mistral open-weight models, including inference environments, model serving, and hardware considerations. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Understand Enterprise Privacy and Data Control 🔒 70. Understand Enterprise Privacy and Data Control ❌ AI Academy 1U teaches learners how enterprise Mistral deployments can address access control, private data, hybrid infrastructure, and organizational security requirements. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked Design a Sovereign AI Architecture 🔒 71. Design a Sovereign AI Architecture ❌ AI Academy 1U guides learners through designing a sovereign Mistral architecture that gives organizations greater control over models, infrastructure, data location, and regulatory compliance. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked

Module XIV. Testing, Evaluation & Production Reliability (2 Lessons)

Evaluate Mistral AI Applications ▶ 72. Evaluate Mistral AI Applications ❌ AI Academy 1U teaches learners how to evaluate Mistral applications using test cases for accuracy, groundedness, structured output quality, tool selection, and workflow behavior. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Free Final Project: Build a Production Mistral AI System 🔒 73. Final Project: Build a Production Mistral AI System ❌ AI Academy 1U guides learners through building a production Mistral AI system combining business requirements, model selection, prompting, APIs, structured outputs, tools, agents, MCP, workflows, OCR, retrieval, human approval, testing, and deployment. Duration: 00:00 / 00:00 Popular: 0.0000 Hours Watched Language: English Locked
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