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- Machine Learning Fundamentals. Use Python and scikit-learn to get up and running with the hottest developments in machine learning
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Machine Learning Fundamentals. Use Python and scikit-learn to get up and running with the hottest developments in machine learning
Ebook
As machine learning algorithms become popular, new tools that optimize these algorithms are also developed. Machine Learning Fundamentals explains you how to use the syntax of scikit-learn. You'll study the difference between supervised and unsupervised models, as well as the importance of choosing the appropriate algorithm for each dataset. You'll apply unsupervised clustering algorithms over real-world datasets, to discover patterns and profiles, and explore the process to solve an unsupervised machine learning problem.
The focus of the book then shifts to supervised learning algorithms. You'll learn to implement different supervised algorithms and develop neural network structures using the scikit-learn package. You'll also learn how to perform coherent result analysis to improve the performance of the algorithm by tuning hyperparameters.
By the end of this book, you will have gain all the skills required to start programming machine learning algorithms.
The focus of the book then shifts to supervised learning algorithms. You'll learn to implement different supervised algorithms and develop neural network structures using the scikit-learn package. You'll also learn how to perform coherent result analysis to improve the performance of the algorithm by tuning hyperparameters.
By the end of this book, you will have gain all the skills required to start programming machine learning algorithms.
- 1. Introduction to sciki-learn
- 2. Unsupervised Learning: Real-life Applications
- 3. Supervised Learning: Key Steps
- 4. Supervised Learning Algorithms: Predict Annual Income
- 5. Artificial Neural Networks: Predict of Annual Income
- 6. Building Your Own Program
- Title: Machine Learning Fundamentals. Use Python and scikit-learn to get up and running with the hottest developments in machine learning
- Author: Hyatt Saleh
- Original title: Machine Learning Fundamentals. Use Python and scikit-learn to get up and running with the hottest developments in machine learning
- ISBN: 9781789801767, 9781789801767
- Date of issue: 2018-11-29
- Format: Ebook
- Item ID: e_15cm
- Publisher: Packt Publishing