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所在平台: Udemy |
课程主页: https://www.udemy.com/course/chatgpt-for-data-science-and-machine-learning-y/
课程评论：没有评论
课程名称：《ChatGPT在数据科学与机器学习中的应用》 课程概述： 本课程将带您进入ChatGPT在数据科学和机器学习领域应用的精彩旅程。您将探索ChatGPT作为数据分析、预处理和机器学习模型构建中的重要工具，且无需编写任何代码！ 课程分为两部分： 第一部分： 我们将深入基础数据分析技术。您将学习如何从数据集中提取关键的统计信息，处理缺失值，并识别和处理异常值。我们将探讨变量之间的关系以及分类和数值数据的可视化表现。此外，您还将有机会创建互动图表，使数据探索更加生动和富有信息。 第二部分： 我们将更深入地探讨机器学习领域，您将学习如何处理分类属性，例如使用LabelEncoder和OneHotEncoding技术。我们还将讨论不平衡数据集的挑战以及特征缩放的重要性。您将获得有效数据切分、选择合适算法和评估方法的经验。交叉验证、参数调整和特征选择是建模过程中的重要环节，您将有机会在这些方面提升技能。 完成本课程后，您将掌握数据科学和机器学习的高阶技能，能够有效地在实际项目中运用ChatGPT。本课程为提升您的分析能力、在数据科学和机器学习领域脱颖而出提供了独特的机会。准备好在您的职业生涯中迈向新高度吧！
This course covers an exciting journey in the application of ChatGPT in the field of Data Science and Machine Learning. Throughout this program, you will explore ChatGPT's ability as a valuable tool in data analysis, preprocessing, and machine learning model building without needing to write a single line of code!In the first part, we will dive into fundamental data analysis techniques. You will learn how to extract crucial statistical information from your datasets, handle missing values, and identify and treat outliers. We will explore the relationships between variables and the visual representation of categorical and numerical data. Additionally, you will have the opportunity to create interactive graphs, making data exploration more engaging and informative. In the second part, we will delve deeper into the field of machine learning, and you will learn how to handle categorical attributes using techniques like LabelEncoder and OneHotEncoding. We will address the challenge of imbalanced datasets and discuss the importance of feature scaling. You will also gain experience in effective data splitting, selecting appropriate algorithms, and evaluation methods. Cross-validation, parameter tuning, and feature selection are essential parts of the modeling process, and you will have the opportunity to enhance your skills in these areas.Upon completing this course, you will be equipped with advanced skills in data science and machine learning, empowered to effectively apply ChatGPT in real-world projects. This program offers a unique opportunity to enhance your analytical skills and stand out in the field of data science and machine learning. Get ready to reach a new level in your professional career!
