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所在平台: Udemy |
课程主页: https://www.udemy.com/course/chatgpt-for-python-data-science-and-machine-learning/
课程评论：没有评论
课程名称：ChatGPT在Python数据科学与机器学习中的应用 课程概述：**更新内容：现已包括最新的模型GPT-4o及GPT-4o mini** 欢迎参加首个结合ChatGPT的数据科学与机器学习课程。学习如何使用ChatGPT迅速掌握复杂的数据科学和机器学习项目！为什么这个课程具有革命性？现实世界的数据科学与机器学习项目需要扎实的高级统计学和数据分析背景，同时，你还需具备一定的Python编程能力。想要在无需掌握所有基础知识（这可能需要数十甚至数百小时）的情况下，掌握复杂的数据科学项目吗？那么这个课程就是为你量身打造的！ 课程结束时，你将会掌握使用ChatGPT进行复杂数据科学和机器学习项目的所有策略和技术，而且你无需成为数据科学或Python编程专家！调动ChatGPT作为你的助手，让它为你完成繁重的工作，包括理论学习、Python编码、评估和解释编码及机器学习结果。 本课程教授提示策略和技术，提供数十个ChatGPT示例提示，用以： - 加载、初步检查和理解未知数据集 - 利用Pandas清洗和处理原始数据集 - 使用Pandas和Matplotlib对数据集进行操作、汇总和可视化 - 对复杂数据集进行广泛的探索性数据分析（EDA） - 使用高级统计学、多元回归分析和假设检验获取更深层的见解 - 选择最合适的机器学习模型进行预测任务（模型选择） - 评估和解释你机器学习模型的表现（性能评估） - 通过处理类别不平衡、超参数调整等优化模型 - 评估和解释预测结果以解决现实商业问题 - 掌握回归、分类和无监督学习/聚类项目 我们将涵盖如何使用GPT-3.5 / GPT-4o mini（免费）和GPT-4 / GPT-4o（需付费订阅）的提示策略和技巧，了解它们之间的区别，并掌握两者的使用方法。课程采用“自助项目”的形式，提供详细的项目任务和支持材料，最后还会提供视频示例解决方案。所有解决方案和示例提示均可轻松下载或复制粘贴！ 适合人群： - 对于没有时间从零基础学习的数据科学初学者 - 希望将工作中最耗时部分外包的熟练数据科学家 准备好在数据科学领域走在AI的前沿了吗？立即注册，开始利用AI与ChatGPT改变你的职业发展！
**Updated: Now including the latest models GPT-4o and GPT-4o mini** Welcome to the first Data Science and Machine Learning course with ChatGPT. Learn how to use ChatGPT to master complex Data Science and Machine Learning real-life projects in no time! Why is this a game-changing course?Real-world Data Science and Machine Learning projects require a solid background in advanced statistics and Data Analytics. And it would be best if you were a proficient Python Coder. Do you want to learn how to master complex Data Science projects without the need to study and master all the required basics (which takes dozens if not hundreds of hours)? Then this is the perfect course for you! What you can do at the end of the course:At the end of this course, you will know and understand all strategies and techniques to master complex Data Science and Machine Learning projects with the help of ChatGPT! And you don´t have to be a Data Science or Python Coding expert! Use ChatGPT as your assistant and let ChatGPT do the hard work for you! Use ChatGPT forthe theoretical part Python codingevaluating and interpreting coding and ML resultsThis course teaches prompting strategies and techniques and provides dozens of ChatGPT sample prompts toload, initially inspect, and understand unknown datasets clean and process raw datasets with Pandasmanipulate, aggregate, and visualize datasets with Pandas and matplotlibperform an extensive Explanatory Data Analysis (EDA) for complex datasetsuse advanced statistics, multiple regression analysis, and hypothesis testing to gain further insightsselect the most suitable Machine Learning Model for your prediction tasks (Model Selection)evaluate and interpret the performance of your Machine Learning models (Performance Evaluation)optimize your models via handling Class Imbalance, Hyperparameter Tuning & more.evaluate and interpret the results and findings of your predictions to solve real-world business problemsmaster regression, classification, and unsupervised learning/clustering projectsWe´ll cover prompting strategies and tactics for GPT-3.5 / GPT-4o mini (free) and GPT-4 / GPT-4o (paid subscription). Know the differences and master both!The course is organized into Do-it-yourself projects with detailed project assignments and supporting materials. At the end, you will find a video sample solution. All solutions and sample prompts are available for simple download or copy/paste! Who is this Course for?Data Science Beginners who have no time to learn everything from scratchSkilled Data Scientists seeking to outsource the most time-consuming parts of their work to save time Are you ready to be at the forefront of AI in Data Science? Enroll now and start transforming your professional landscape with AI and ChatGPT!
