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所在平台: Udemy |
课程主页: https://www.udemy.com/course/genai-openai-chatgpt/
课程评论：没有评论
课程名称：生成式人工智能：OpenAI API、DeepSeek 和 ChatGPT 的 Python 应用 课程概述：欢迎来到人工智能前沿，我们的开创性课程将引领您深入生成式人工智能（GenAI）、OpenAI API、DeepSeek 和 ChatGPT 的世界。通过使用 ChatGPT 和 DeepSeek，您将学习如何构建世界上最先进的大型语言模型（LLMs）。如果您希望在商业和工作项目中应用这一前沿技术，这门课程绝不可或缺。 课程内容共分为五个主要部分： 1. **基础 API 使用**：学习所有基础知识，包括注册账户、获取 API 密钥、在 Windows/Linux/Mac 上设置环境变量、在 Python 中使用 API、建立账单、理解定价模型及 OpenAI 的使用政策。课程中将包含一个聊天机器人教程，讲解如何将聊天记录整合到模型中，使得 ChatGPT 能够“记住”之前的对话。我们将以客户服务聊天机器人作为贯穿的实例。 2. **提示工程**：深入了解如何使 ChatGPT 按照您的需求进行响应。我们将探索各种示例用例，例如生成结构化数据（JSON、表格）、情感分析、语言翻译、创意写作、文本摘要和问答。课程中还会探讨思维链（CoT）提示的技巧，并研究如何利用 ChatGPT 构建股票交易系统。 3. **检索增强生成（RAG）**：学习如何将外部数据融入 LLMs。这一强大技术有助于减轻常见的问题“幻觉”。如果您拥有专有数据（如公司的产品信息），而 LLM 并不知晓，这一点尤为重要。您将学习语义搜索/相似性搜索的工作原理，并通过 FAISS（Facebook AI 相似性搜索库）实施。学习如何通过数据进行交互。 4. **微调**：学习如何在自己的数据集上对 LLM 进行“训练”，使其按您想要的方式运作。有时，提示工程和 RAG 可能无法满足需求。 5. **带视觉的 GPT-4**：本课程中的所有内容均可使用 GPT-4 完成，而 GPT-4（以及 GPT-4 Turbo）的特殊之处在于其视觉能力，即能够理解图像。在这一部分，我们将探索文本与图像理解结合的多个惊人应用，其中包括自动作业评分、解析表情包和幽默、手写文字转换、网页开发、游戏开发以及基于图像撰写产品描述（商业所有者—您应该意识到这将极大提升您的生产力）。 在整个课程中，您将参与动手练习、实际应用以及专家指导，以巩固您对生成式人工智能概念的理解和掌握。无论您是经验丰富的开发者、怀有热情的 AI 爱好者，还是行业专业人士，这门课程都将提供一次变革性的体验，帮助您释放人工智能的真正潜力。 您准备好踏上这段激动人心的 AI 未来之旅吗？加入我们，今天就开启生成式人工智能的无限可能性！ 建议前提：Python 编码基础。
Welcome to the forefront of artificial intelligence with our groundbreaking course on Generative AI (GenAI), the OpenAI API, DeepSeek, and ChatGPT. With ChatGPT and DeepSeek, you'll learn how to build with the world's most advanced Large Language Models (LLMs). This course is a must-have if you want to know how to use this cutting-edge technology for your business and work projects.This course contains 5 main sections:Basic API Usage: All the fundamentals: signup for an account, get your API key, set environment variables on Windows / Linux / Mac, using the API in Python, setup billing, understand the pricing model, and OpenAI's usage policies. Of note is the chatbot tutorial, which goes over how to incorporate chat history into the model so that ChatGPT "remembers" what it said to you previously. A customer service chatbot will serve as a running example throughout this course.Prompt Engineering: ChatGPT Prompt Engineering for Developers - All about how to make ChatGPT do what you want it to do. We'll explore various example use-cases, such as getting ChatGPT to output structured data (JSON, tables), sentiment analysis, language translation, creative writing, text summarization, and question-answering. We'll explore techniques like chain-of-thought (CoT) prompting, and we'll even look at how to use ChatGPT to build a stock trading system!Retrieval Augmented Generation (RAG): Learn how to incorporate external data into LLMs. This powerful technique helps mitigate a common problem called "hallucination". It's critical if you have proprietary data (like product info for your company) that your LLM doesn't know about. You'll learn how semantic search / similarity search works, and how to implement it using FAISS (Facebook AI Similarity Search library). Learn how this will allow you to "chat with your data".Fine-Tuning: Learn how to "train" an LLM on your own dataset so that it behaves the way you want it to. Sometimes prompt engineering and RAG won't cut it.GPT-4 with Vision: Everything in this course can be done with GPT-4, but what makes GPT-4 (and GPT-4 Turbo) special is its vision capabilities. That is, it can understand images. In this section, we'll explore many of the amazing applications of combined text-image understanding, some of which include automated homework grading, explaining memes and humor, handwriting transcription, web development, game development, and writing product descriptions based on images (business owners - you already know how this will skyrocket your productivity).Throughout this course, you'll engage in hands-on exercises, real-world applications, and expert guidance to solidify your understanding and mastery of generative AI concepts. Whether you're a seasoned developer, aspiring AI enthusiast, or industry professional, this course offers a transformative experience that will empower you to harness the true potential of AI.Are you ready to embark on this exhilarating journey into the future of AI? Join us and unlock the endless possibilities of Generative AI today!Suggested Prerequisites:Python coding
