Machine Learning with Python Cookbook - Practical Solutions from Preprocessing to Deep Learning

This practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems, from loading data to training models and leveraging neural networks. Each recipe in this updated edition includes code that you can copy, paste, and run with a toy dataset to ensure that it works. From there, you can adapt these recipes according to your use case or application. Recipes include a discussion that explains the solution and provides meaningful context. Go beyond theory and concepts by learning the nuts and bolts you need to construct working machine learning applications.

About the author

Kyle Gallatin is a software engineer for machine learning infrastructure with years of experience as a data analyst, data scientist and machine learning engineer. He is also a professional data science mentor, volunteer computer science teacher and frequently publishes articles at the intersection of software engineering and machine learning. Currently, Kyle is a software engineer on the machine learning platform team at Etsy.

Product details

• Authors: Chris Albon, Kyle Gallatin
• Publisher: O'Reilly
• Languages: English
• Product format: Paperback / Softback
• Released: 31.08.2023
• EAN: 9781098135720
• ISBN: 978-1-09-813572-0
• Dimensions: 178 mm x 233 mm x 23 mm
• Weight: 728 g
• Subjects: Natural sciences, medicine, IT, technology > IT, data processing > Programming languages; machine learning, Artificial Intelligence, COMPUTERS / Programming / General, Computer programming / software engineering, COMPUTERS / Artificial Intelligence / General, COMPUTERS / Data Science / Machine Learning, Programming and scripting languages: general, COMPUTERS / Data Science / Neural Networks, COMPUTERS / Languages / Python, Neural networks and fuzzy systems