AI Prompt Engineering and RAG for Software Engineers

所在平台: Udemy

课程主页: https://www.udemy.com/course/ai-prompt-engineering/

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课程简介

课程名称:软件工程师的AI提示工程与RAG 课程概述: 本课程旨在为软件工程师提供全面的提示工程和检索增强生成(RAG)知识,帮助学员掌握如何构建精准有效的查询,从而提升语言模型的表现。随着AI工具的普及,正确使用这些工具将使开发者在工作中如虎添翼。通过本课程,学员将学习如何绕过AI的局限性,了解理论与实践的结合。 课程重要性: AI工具将在我们的日常生活中自动化许多任务,劳动市场将越来越明显地区分使用AI和不使用AI的人。因此,掌握提示工程技能能够让学员在竞争中占据优势,提升其职业和个人生活的效益。随着AI不断融入各个行业,能够有效利用其能力的人将备受追捧。 课程内容: 1. 基础概念:了解AI、语言模型的基础知识,为提示工程奠定良好的基础。 2. 提示工程技术:探索各种策略和技术,构建有效的提示,提高AI表现,包括具体性、上下文和迭代提示。 3. 定制化与优化:学习如何针对特定任务、行业或应用对提示进行调整和优化,以实现预期目标。 4. RAG:学习如何使用Llama和Gemini模型创建检索增强生成工具。 5. 偏见缓解:了解AI偏见及其影响,并学习如何在提示构建中减轻其影响,确保AI驱动的解决方案公正和透明。 6. 现实世界应用:探索实际案例和场景,了解提示工程如何提升各种领域的生产力和效率。 目标受众: 本课程适合来自不同领域的专业人士、学生和爱好者,旨在帮助他们利用AI的潜力改善工作或个人生活。课程不要求有AI或编程的先前经验,适合初学者与高级学习者。 课程结尾: 完成本课程后,学员将对提示工程有深入了解,并能够更有效地使用AI工具,使其在快速发展的AI驱动世界中成为不可或缺的资产。学员将学习到创新技巧,以生成深刻、准确且无偏见的响应,从而推动项目取得新的成功。该课程还涉及使用ReactNative和ChatGPT API构建聊天机器人移动应用,如有编程经验可进行更深入的实践。即使没有编程背景,课程也会教授所需的知识,助力学员提升AI体验。

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课程详情

Learn everything you need to know about prompting as a Software Engineer with our comprehensive course on prompt engineering and RAG (Retrieval-Augmented Generation), and master the art of crafting precise, powerful queries that will transform your language model's performance. AI tools can make you a super software developer if you use them correctly. In this course, we will see the theoretical and practical aspects of how to craft special requests for AI in order to bypass its limitations. Why is this course relevant?AI tools will automate many tasks in our day to day lives. The labour market will differentiate between the people using AI and the ones who don't, since the productivity gap between the two categories will deepen as the tools will become more sophisticated. With prompt engineering, you can position yourself ahead of the curve, gaining a competitive advantage in your professional and personal life. As AI becomes increasingly integrated into various industries, those who can effectively harness its capabilities will be highly sought after. This course will equip you with the necessary skills to excel in this evolving landscape.What will you learn in this course?Foundational Concepts: Understand the basics of AI, language models, and how they work, so you can have an informed approach to prompt engineering.Prompt Engineering Techniques: Discover various strategies and techniques to craft effective prompts that maximize AI performance, including specificity, context, and iterative prompting.Customization and Optimization: Learn how to fine-tune prompts to suit specific tasks, industries, or applications, and optimize them for desired outcomes.RAG: Learn how to create retrieval-augmented generation tools with Llama and Gemini models.Bias Mitigation: Gain insights into AI biases and how to mitigate their impact while crafting prompts, ensuring your AI-driven solutions are fair and unbiased.Real-World Applications: Explore practical case studies and real-world scenarios to see how prompt engineering can enhance productivity and efficiency across various domains.Who is this course for?This course is designed for professionals, students, and enthusiasts from various fields who want to leverage AI's potential to improve their work or personal lives. No prior experience in AI or programming is required, as the course is structured to cater to both beginners and advanced learners.By the end of this course, you will have a solid understanding of prompt engineering and be equipped to use AI tools more effectively, making you an invaluable asset in the rapidly evolving AI-driven world.Get ready to become a master in using the GPT models, or any large language model out there. With the prompting strategies that you will see in this course, you can easily perform the role of a software engineer, lawyer, social media star or even mathematician. All with the help of ChatGPT and other similar tools.This course is intended for beginners and experienced tech-savvy people. You don't need programming experience, however, if you do code, buckle up as we are also going to build a chatbot mobile app using ReactNative and API behind ChatGPT. If not, don't worry! The course will teach you anything you need to know. Elevate your AI experience by learning innovative techniques to generate insightful, accurate, and bias-free responses, propelling your projects to new heights of success.

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