ChatGPT for Python Data Science and Machine Learning

本课程《用ChatGPT高效完成数据分析与机器学习项目：回归、分类、聚类实战指南》由 Alexander Hagmann 讲授，采用项目驱动式教学方式，结合 Python、Pandas、scikit-learn 与 ChatGPT，帮助你快速掌握数据科学核心技能，解决真实商业问题。

你将学习如何：

借助ChatGPT进行数据导入、清洗、聚合与可视化
使用ChatGPT完成回归分析、多元回归与假设检验
自动选择、构建并评估机器学习模型（回归、分类、聚类）
利用ChatGPT完成EDA（探索性数据分析）和模型调参
编写高质量的Pandas和matplotlib代码，处理错误与调试
快速理解复杂模型输出，生成商业洞察与报告

课程适合数据分析入门者、希望借助AI提升效率的数据科学从业者，以及想将ChatGPT整合进日常分析流程的专业人士。无需深入掌握全部编程与统计细节，也能完成复杂数据项目。立即加入，用ChatGPT释放你的数据生产力！

英文原版介绍

Master Data Analysis, Regression, Classification, Clustering and Pandas Coding with ChatGTP! A Project-based Course.

What you’ll learn:

Use ChatGPT for real-life Data Science and Machine Learning Projects
Let ChatGPT write do the Coding work (Python, Pandas, scikit-learn etc.)
Use ChatGPT to select the most suitable Machine Learning Model
Use ChatGPT to analyse and interpret the outcomes of Machine Learning & Statistical Models
Perform an Explanatory Data Analysis with ChatGPT and Python
Use ChatGPT for Data Manipulation, Aggregation, advanced Pandas Coding & more
Use ChatGPT to fit and evaluate Regression and Classification Models
Use ChatGPT for Multiple Regression Analysis and Hypothesis Testing
Use ChatGPT for Error Handling and Troubleshooting
Master Clustering and Unsupervised Learning with ChatGPT

Requirements:

An internet connection capable of streaming HD videos.
Some Data Science or Machine Learning related background (not required but it helps)
First Experience with Python and the Python Data Science Ecosystem (not required but it helps)

Description:

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 (free) and GPT 4 (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!

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