掌握ChatGPT和Google Colab进行机器学习

English | 2024 | ISBN: 9788197953491 | 386 pages | True EPUB | 205.99 MB

Learn how to harness the power of ChatGPT to streamline data analysis, accelerate model development, and unlock innovative solutions to real-world problems.

Key Features ● Step-by-step progression from foundational machine learning concepts to advanced techniques using ChatGPT and Google Colab. ● Clear and detailed instructions for data preparation, model training, and evaluation, simplifying complex machine learning tasks. ● Extensive use of Google Colab for coding and experimentation, providing a real-world platform to apply learned techniques effectively.

Book Description Unlock the future of machine learning by mastering Google Colab, trusted by over 5 million data scientists, and ChatGPT, powering 100 million users worldwide. This book bridges the latest in AI with practical, hands-on applications for data science.

With these game-changing tools at your command, you’ll be able to streamline complex workflows, automate tedious tasks, and propel your AI skills to new heights—making machine learning faster, smarter, and more accessible than ever before.

Each chapter unfolds a specific aspect of data science and machine learning, seamlessly integrated with ChatGPT’s free version capabilities. The foundational chapters introduce key machine learning concepts, while advanced sections explore topics such as natural language processing, sentiment analysis, and predictive analytics—all illustrated with real-world examples and interactive exercises. The later chapters focus on optimizing tasks using the more powerful paid version of ChatGPT, culminating in the creation of a custom GPT named “Data Scientist” to tackle specialized challenges.

Additionally, the book includes a section on best practices, expert tips, and interview questions, making it a comprehensive resource for aspiring data scientists and seasoned professionals alike.

What you will learn ● Learn to integrate and optimize ChatGPT and Google Colab for enhanced data science tasks. ● Master techniques for preparing and cleaning data for analysis. ● Gain a solid grasp of statistical concepts essential for data science. ● Learn the processes for training, evaluating, and refining machine learning models. ● Perform data analysis and preprocessing using natural language processing techniques.

Who is this book for? This book is ideal for aspiring data scientists and machine learning enthusiasts eager to enhance their skills with ChatGPT and Google Colab. It also serves tech professionals, academics, and business analysts seeking practical insights into AI and data science. A basic understanding of programming, statistics, and data analysis is recommended before diving in.

英文| 2024 |国际标准图书编号：9788197953491 | 386页|真正的EPUB | 205.99 MB 了解如何利用ChatGPT的强大功能来简化数据分析，加速模型开发，并为现实世界的问题解锁创新解决方案。 关键特性●从基础机器学习概念到使用ChatGPT和Google Colab的高级技术，一步步推进。● 清晰详细的数据准备、模型训练和评估说明，简化了复杂的机器学习任务。● 广泛使用Google Colab进行编码和实验，为有效应用所学技术提供了一个现实世界的平台。 通过掌握500多万数据科学家信赖的Google Colab和为全球1亿用户提供动力的ChatGPT，解锁机器学习的未来。这本书将人工智能的最新进展与数据科学的实际应用联系起来。 有了这些改变游戏规则的工具，您将能够简化复杂的工作流程，自动化繁琐的任务，并将您的人工智能技能提升到新的高度，使机器学习比以往任何时候都更快、更智能、更容易使用。 每一章都展示了数据科学和机器学习的一个特定方面，与ChatGPT的免费版本功能无缝集成。基础章节介绍了关键的机器学习概念，而高级章节则探讨了自然语言处理、情感分析和预测分析等主题，所有这些都通过现实世界的例子和互动练习进行了说明。后面的章节将重点介绍使用功能更强大的ChatGPT付费版本优化任务，最终创建了一个名为“数据科学家”的自定义GPT来应对专门的挑战。 此外，这本书还包括一个关于最佳实践、专家提示和面试问题的部分，使其成为有抱负的数据科学家和经验丰富的专业人士的综合资源。 学习内容●学习如何集成和优化ChatGPT和Google Colab，以增强数据科学任务。● 掌握准备和清理分析数据的技术。● 扎实掌握数据科学所必需的统计概念。● 学习训练、评估和改进机器学习模型的过程。● 使用自然语言处理技术进行数据分析和预处理。 这本书是给谁的？这本书非常适合有抱负的数据科学家和机器学习爱好者，他们渴望通过ChatGPT和Google Colab提高技能。它还为寻求人工智能和数据科学实用见解的技术专业人士、学者和商业分析师提供服务。在深入学习之前，建议对编程、统计和数据分析有基本的了解。

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