Machine Learning Theory and Applications Hands on Use Cases with Python on Classical and Quantum Machines 1st Edition by Xavier Vasques ISBN 9781394220618 1394220618

Machine Learning Theory and Applications: Hands-on Use Cases with Python on Classical and Quantum Machines 1st Edition by Xavier Vasques – Ebook PDF Instant Download/Delivery: 9781394220618, 1394220618

Full download Machine Learning Theory and Applications: Hands-on Use Cases with Python on Classical and Quantum Machines 1st Edition after payment

 

Product details:

ISBN 10:  1394220618

ISBN 13: 9781394220618

Author: Xavier Vasques

 Machine Learning Theory and Applications

Enables readers to understand mathematical concepts behind data engineering and machine learning algorithms and apply them using open-source Python libraries

Machine Learning Theory and Applications delves into the realm of machine learning and deep learning, exploring their practical applications by comprehending mathematical concepts and implementing them in real-world scenarios using Python and renowned open-source libraries. This comprehensive guide covers a wide range of topics, including data preparation, feature engineering techniques, commonly utilized machine learning algorithms like support vector machines and neural networks, as well as generative AI and foundation models. To facilitate the creation of machine learning pipelines, a dedicated open-source framework named hephAIstos has been developed exclusively for this book. Moreover, the text explores the fascinating domain of quantum machine learning and offers insights on executing machine learning applications across diverse hardware technologies such as CPUs, GPUs, and QPUs. Finally, the book explains how to deploy trained models through containerized applications using Kubernetes and OpenShift, as well as their integration through machine learning operations (MLOps).

Table of contents:

 1 Concepts, Libraries, and Essential Tools in Machine Learning and Deep Learning

2 Feature Engineering Techniques in Machine Learning

3 Machine Learning Algorithms 

4 Natural Language Processing

5 Machine Learning Algorithms in Quantum Computing

6 Machine Learning in Production

People also search for:

 on tilted losses in machine learning theory and applications
    
mathematical theories of machine learning theory and applications
    
physics informed machine learning theory and applications
    
mathematical theories of machine learning theory and applications pdf
    
metaheuristics in machine learning theory and applications

Tags: Xavier Vasques, Machine Learning, Theory, Applications, Cases, Python, Classical, Quantum Machines