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Whether you just get started with quantum computing and machine learning or you're already a senior machine learning engineer, Hands-On Quantum Machine Learning With Python is your comprehensive guide to get started with Quantum Machine Learning - the use ofquantum computing for the computation of machine learning algorithms.
Master Quantum Machine Learning
Quantum computing promises to solve problems intractable with current computing technologies. But is it fundamentally different and asks us to change the way we think. Hands-On Quantum Machine Learning With Python strives to be the perfect balance between theory taught in a textbook and the actual hands-on knowledge you’ll need to implement real world solutions.
Practical and Applied Manner
Inside this book, you will learn the basics of quantum computing and machine learning in a practical and applied manner. Hands-On Quantum Machine Learning With Python provides a no-nonsense teaching style guaranteed to cut through all the cruft and help you master Quantum Machine Learning Hands-on tutorials (with lots of code) that not only show you the concepts of quantum computing and the algorithms behind machine learning but their implementations as well.
Hands-On Quantum Machine Learning With Python starts with the basics of machine learning and quantum computing. Work your way up from simple parameterized quantum circuits and variational hybrid quantum-classical algorithms that solve classification tasks to sophistacted quantum Bayesian networks. Learn about quantum superposition, entanglement, and interference and how you can use it to solve problems intractable for classical computers. Before you do anything else, take a look at the first three chapters of the book for free. This sample contains almost 100 pages that get you started with quantum machine learning.
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Start with the fundamental concept of quantum superposition-the ability of a quantum bit to exist in a state that is not 0 or 1 but a combination of both.
Learn how to manipulate quantum systems so that the paths leading to wrong answers interfere destructively and cancel out but the paths leading to the right answer reinforce each other.
Discover the astonishing phenomenon of Quantum Entanglement-an extremely strong correlation between quantum particles. Entangled particles remain perfectly correlated even if separated by great distances.
Variational Hybrid Quantum-Classical Algorithms
In these algorithms, classical computers perform the overall machine learning task on information they acquire from running certain hard-to-compute calculations on a quantum computer.