Machine Learning with Python: Unlocking AI Potential with Python and Machine Learning

Oliver Theobald

Mar 2024 · Packt Publishing Ltd

About this ebook

Unlock the secrets of data science and machine learning with our comprehensive Python course, designed to take you from basics to complex algorithms effortlesslyKey Features

• Navigate through Python's machine learning libraries effectively
• Learn exploratory data analysis and data scrubbing techniques
• Design and evaluate machine learning models with precision

Book DescriptionThe course starts by setting the foundation with an introduction to machine learning, Python, and essential libraries, ensuring you grasp the basics before diving deeper. It then progresses through exploratory data analysis, data scrubbing, and pre-model algorithms, equipping you with the skills to understand and prepare your data for modeling. The journey continues with detailed walkthroughs on creating, evaluating, and optimizing machine learning models, covering key algorithms such as linear and logistic regression, support vector machines, k-nearest neighbors, and tree-based methods. Each section is designed to build upon the previous, reinforcing learning and application of concepts. Wrapping up, the course introduces the next steps, including an introduction to Python for newcomers, ensuring a comprehensive understanding of machine learning applications.What you will learn

• Analyze datasets for insights
• Scrub data for model readiness
• Understand key ML algorithms
• Design and validate models
• Apply Linear and Logistic Regression
• Utilize K-Nearest Neighbors and SVMs

Who this book is for

This course is ideal for aspiring data scientists and professionals looking to integrate machine learning into their workflows. A basic understanding of Python and statistics is beneficial.

About the author

Oliver Theobald, a technical writer and best-selling author, excels in AI, fintech, and cloud computing. With global experience, he now resides between China and Japan, deepening his expertise in technology. As an instructor, Oliver emphasizes clarity and engagement, stripping away jargon to make complex topics accessible. His courses aim to empower both beginners and professionals with practical skills for success in the tech industry, making learning both effective and enjoyable.