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Generative AI for Beginners

Generative AI for Beginners

Microsoft

微软官方《Generative AI for Beginners》21 讲入门课程:从大语言模型原理、提示工程、负责任 AI,到 RAG、向量数据库、AI Agent 与模型微调。英文原文 + AI 中文精读讲解,系统入门生成式 AI 应用开发。

中级AI 技术

目录(22 章)

  • 1.Getting Started with this course
  • 2.Introduction to Generative AI and Large Language Models
  • 3.Exploring and comparing different LLMs
  • 4.Using Generative AI Responsibly
  • 5.Prompt Engineering Fundamentals
  • 6.Creating Advanced prompts
  • 7.Building Text Generation Applications
  • 8.Building Generative AI-Powered Chat Applications
  • 9.Building a Search Applications
  • 10.Building Image Generation Applications
  • 11.Building Low Code AI Applications
  • 12.Integrating with function calling
  • 13.Designing UX for AI Applications
  • 14.Securing Your Generative AI Applications
  • 15.The Generative AI Application Lifecycle
  • 16.Retrieval Augmented Generation (RAG) and Vector Databases
  • 17.Open Source Models
  • 18.AI Agents
  • 19.Fine-Tuning Your LLM
  • 20.Introduction to Small Language Models for Generative AI for Beginners
  • 21.Building with Mistral Models
  • 22.Building With the Meta Family Models