This is the repository for Mastering ChatGPT and Google Colab for Machine Learning, published by Orange AVA™
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● Understand the foundational principles of Snowflake architecture and its core components
● 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.
● Customize and deploy GPT models for specific data science applications.