Machine Learning ? kurz & gut: Eine Einf?hrung mit Python, Scikit-Learn und TensorFlow

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ISBN 10: 3960092369 / ISBN 13: 9783960092360

About this Item

Seller Inventory # 26400765723

Bibliographic Details

• Title: Machine Learning ? kurz & gut: Eine Einf?hrung mit Python, Scikit-Learn und TensorFlow
• Language: German
• ISBN 10: 3960092369
• ISBN 13: 9783960092360
• Condition: New

About this title

Synopsis

The compact quick start in machine learning and deep learning

• The 3rd Edition of the bestseller was supplemented by chapters on large language models such as ChatGPT and MLOps
• Using concrete data sets, you will learn a typical workflow: from data import to data cleaning, data analysis to data visualisation.
• Not only suitable for future data scientists and ML professionals, but thanks to its sophisticated didactics also for those interested in working with ML only on the edge, such as software developers

Machine learning today influences almost all areas of technology and society. This book provides interested parties with a technical background the fastest possible introduction to the extensive subject area of machine learning and statistical data analysis. The following topics are treated and illustrated with practical examples:

• Data Preparation, Feature Selection, Model Validation
• Supervised and Unsupervised Learning
• Neural Networks and Deep Learning
• Reinforcement Learning
• LLMs - Modern Language Models
• MLOps - Machine Learning for Practice

Using sample datasets, you'll learn about a typical workflow: from data import to data cleaning, data analysis and data visualization. You can experiment with the code samples in Jupyter notebooks. They are based on Python and the Scikit-Learn, Pandas, NumPy, TensorFlow and Keras libraries.

After reading this book, you will have an overview of the entire topic and can rank and evaluate approaches. The book gives you a solid foundation to train your own machine learning models and understand in-depth literature.