学习路径描述

开发 AI 应用程序

踏上你的旅程，使用最新的 AI 开发者工具打造令人惊叹的面向用户的系统和应用程序。在本学习路径中，你将了解用于开发支撑新一代聊天机器人、搜索引擎和推荐系统的最先进 AI 系统的最新技术。你将掌握通过 OpenAI API 使用 OpenAI 的 GPT 和 Whisper 模型进行文本分析、创建聊天机器人以及转录和翻译音频。了解如何运用最新的提示工程技术，如多步、思维链（CoT）和自一致性提示，来提升模型输出效果。使用 Hugging Face Hub 和 transformers 库来访问并使用开源模型，完成各种自然语言处理（NLP）任务。通过学习如何以伦理方式开发 AI 系统，并将数据隐私作为核心重点，打下负责任 AI 实践的坚实基础。了解如何使用 LangChain 通过统一的语法整合 AI 开发生态，从而将来自不同提供商的大语言模型（LLMs）、向量数据库以及来自各种来源的数据连接起来。

先决条件

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Course
1
Working with the OpenAI API
Start your journey developing AI-powered applications with the OpenAI API. Learn about the functionality that underpins popular AI applications like ChatGPT.
Project
额外
Planning a Trip to Paris with the OpenAI API
Use OpenAI's powerful API to answer questions about tourist attractions in Paris.
Course
3
AI Ethics
Explore AI ethics focusing on principles, fairness, bias reduction, and trust in AI design.
Course
4
Prompt Engineering with the OpenAI API
Dive deep into the principles and best practices of prompt engineering to leverage powerful language models like ChatGPT to solve real-world problems.
Course
5
Working with Hugging Face
Navigate and use the extensive repository of models and datasets available on the Hugging Face Hub.
Course
6
Introduction to Data Privacy
Gain a clear understanding of data privacy principles and how to implement privacy and security processes.
Course
7
Developing AI Systems with the OpenAI API
Leverage the OpenAI API to get your AI applications ready for production.
Course
8
Introduction to Embeddings with the OpenAI API
Unlock more advanced AI applications, like semantic search and recommendation engines, using OpenAI's embedding model!
Project
额外
Topic Analysis of Clothing Reviews with Embeddings
Analyze clothing reviews on an e-commerce platform to explore different topics and similarities among them.
Course
10
Developing LLM Applications with LangChain
Discover how to build AI-powered applications using LLMs, prompts, chains, and agents in LangChain.