Details for: Bhatia P. Machine Learning with Python. Principles and Practical Techniques 2025

Bhatia P. Machine Learning with Python. Principles and Practical Techniques 2025

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2025-02-24

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Textbook in PDF format Machine learning has become a dominant problem-solving technique in the modern world, with applications ranging from search engines and social media to self-driving cars and artificial intelligence. This lucid textbook presents the theoretical foundations of machine learning algorithms, and then illustrates each concept with its detailed implementation in Python to allow beginners to effectively implement the principles in real-world applications. All major techniques, such as regression, classification, clustering, deep learning, and association mining, have been illustrated using step-by-step coding instructions to help inculcate a 'learning by doing' approach. The book has no prerequisites, and covers the subject from the ground up, including a detailed introductory chapter on the Python language. As such, it is going to be a valuable resource not only for students of computer science, but also for anyone looking for a foundation in the subject, as well as professionals looking for a ready reckoner. List of Figures. List of Tables. Foreword by Irad Ben-Gal. Foreword by Ravi Shankar. Preface. Acknowledgments. Overview of Machine Learning. Introduction to Python. Data Pre-processing. Implementing Data Pre-processing in Python. Simple Linear Regression. Implementing Simple Linear Regression. Multiple Linear Regression and Polynomial Linear Regression. Implementation of Multiple Linear Regression and Polynomial Linear Regression. Classification. Support Vector Machine Classifier. Implementation of Classification Algorithms. Clustering. Implementation of Clustering. Association Mining. Implementation of Association Mining. Artificial Neural Network. Implementation of the ANN. Deep Learning and Convolutional Neural Network. Implementation of Convolutional Neural Network. Recurrent Neural Network. Implementation of Recurrent Neural Network. Genetic Algorithm. Index

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1. Readme.txt492 B
2. Bhatia P. Machine Learning with Python. Principles and Practical Techniques 2024.pdf115.08 MiB