{"product_id":"mastering-machine-learning-algorithms-expert-techniques-to-implement-popular-machine-learning-algorithms-and-fine-tune-your-models-9781788621113","title":"Mastering Machine Learning Algorithms: Expert techniques to implement popular machine learning algorithms and fine-tune your models","description":"\u003cp\u003e • Author(s): Giuseppe Bonaccorso\u003cbr\u003e • Publisher: Packt Publishing\u003cbr\u003e • Publisher Imprint: Packt Publishing\u003cbr\u003e • BISAC: Data Modeling \u0026amp; Design\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003ePublisher's Note: This edition from 2018 is outdated and is not compatible with TensorFlow 2 or any of the most recent updates to Python libraries. A new second edition, updated for 2020 with coverage of neural network implementation, reinforcement learning, and more using Python 3.8 and TensorFlow 2.x, has now been published.\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eKey Features\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003eDiscover high-performing machine learning algorithms and understand how they work in depth\u003c\/li\u003e \u003cli\u003eOne-stop solution to mastering supervised, unsupervised, and semi-supervised machine learning algorithms and their implementation\u003c\/li\u003e \u003cli\u003eMaster concepts related to algorithm tuning, parameter optimization, and more\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cstrong\u003eBook Description\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eMachine learning is a subset of AI that aims to make modern-day computer systems smarter and more intelligent. The real power of machine learning resides in its algorithms, which make even the most difficult things capable of being handled by machines. However, with the advancement in the technology and requirements of data, machines will have to be smarter than they are today to meet the overwhelming data needs; mastering these algorithms and using them optimally is the need of the hour.\u003c\/p\u003e \u003cp\u003eMastering Machine Learning Algorithms is your complete guide to quickly getting to grips with popular machine learning algorithms. You will be introduced to the most widely used algorithms in supervised, unsupervised, and semi-supervised machine learning, and will learn how to use them in the best possible manner. Ranging from Bayesian models to the MCMC algorithm to Hidden Markov models, this book will teach you how to extract features from your dataset and perform dimensionality reduction by making use of Python-based libraries such as scikit-learn v0.19.1. You will also learn how to use Keras and TensorFlow 1.x to train effective neural networks.\u003c\/p\u003e \u003cp\u003eIf you are looking for a single resource to study, implement, and solve end-to-end machine learning problems and use-cases, this is the book you need.\u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eWhat you will learn\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eExplore how a ML model can be trained, optimized, and evaluated\u003c\/li\u003e \u003cli\u003eUnderstand how to create and learn static and dynamic probabilistic models\u003c\/li\u003e \u003cli\u003eSuccessfully cluster high-dimensional data and evaluate model accuracy\u003c\/li\u003e \u003cli\u003eDiscover how artificial neural networks work and how to train, optimize, and validate them\u003c\/li\u003e \u003cli\u003eWork with Autoencoders and Generative Adversarial Networks\u003c\/li\u003e \u003cli\u003eApply label spreading and propagation to large datasets\u003c\/li\u003e \u003cli\u003eExplore the most important Reinforcement Learning techniques \u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cstrong\u003eWho this book is for\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eThis book is an ideal and relevant source of content for data science professionals who want to delve into complex machine learning algorithms, calibrate models, and improve the predictions of the trained model. A basic knowledge of machine learning is preferred to get the best out of this guide.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46484341555351,"sku":"9781788621113","price":4878.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781788621113.jpg?v=1766322714","url":"https:\/\/atlanticbooks.com\/products\/mastering-machine-learning-algorithms-expert-techniques-to-implement-popular-machine-learning-algorithms-and-fine-tune-your-models-9781788621113","provider":"Atlantic Books","version":"1.0","type":"link"}