Packt
Foundations of AI, LLMs, and Development Environments

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Packt

Foundations of AI, LLMs, and Development Environments

包含在 Coursera Plus

深入了解一个主题并学习基础知识。
中级 等级

推荐体验

1 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度
深入了解一个主题并学习基础知识。
中级 等级

推荐体验

1 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度

您将学到什么

  • Set up a development environment for AI and LLM development.

  • Master Python fundamentals and data structures to apply in AI projects.

  • Understand deep learning and machine learning, and how they relate to AI.

  • Build and enhance LLMs using popular libraries like Hugging Face's Transformers.

要了解的详细信息

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最近已更新!

December 2025

作业

8 项作业

授课语言:英语(English)

了解顶级公司的员工如何掌握热门技能

Petrobras, TATA, Danone, Capgemini, P&G 和 L'Oreal 的徽标

积累特定领域的专业知识

本课程是 AI & LLM Engineering Mastery - GenAI, RAG Complete Guide 专项课程 专项课程的一部分
在注册此课程时,您还会同时注册此专项课程。
  • 向行业专家学习新概念
  • 获得对主题或工具的基础理解
  • 通过实践项目培养工作相关技能
  • 获得可共享的职业证书

该课程共有7个模块

In this module, we will introduce the course’s objectives and lay out the structure that will guide you through mastering AI and LLM engineering. You'll gain an overview of the course journey, including a demo of what you’ll be building and strategies for getting the most out of your learning experience.

涵盖的内容

4个视频2篇阅读材料

In this module, we will guide you through setting up your development environment, including installing Python and Visual Studio Code, ensuring you’re ready for hands-on programming in the AI and LLM space. You will be equipped to start coding immediately with proper setup and configuration.

涵盖的内容

6个视频1个作业

In this module, we will provide an in-depth exploration of Python, covering essential topics such as variables, data types, control structures, functions, and object-oriented programming. Whether you're new to Python or need a refresher, this section will ensure you're proficient in the language for AI development.

涵盖的内容

77个视频1个作业

In this module, we will take a comprehensive look at deep learning and machine learning, breaking down their core components and how they relate to AI. You’ll gain clarity on the essential elements of neural networks and how they differ from traditional machine learning techniques.

涵盖的内容

10个视频1个作业

In this module, we will delve into the world of Generative AI, discussing its architecture, key technologies, and the challenges it faces. By the end, you’ll have a solid understanding of how GenAI systems function and the components that make them work.

涵盖的内容

3个视频1个作业

In this module, we will introduce you to Large Language Models (LLMs), including the transformer architecture and the self-attention mechanism. You’ll also engage in hands-on development, building and enhancing your own LLM with the popular Hugging Face library.

涵盖的内容

7个视频1个作业

In this module, we will walk you through setting up an OpenAI account, generating your API key, and using the API to make your first call to an OpenAI model. You'll gain practical skills in integrating OpenAI’s models into your own AI applications.

涵盖的内容

3个视频1篇阅读材料3个作业

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