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Machine Learning Refined: Foundations, Algorithms, and Applications
Providing a unique approach to machine learning, this text contains fresh and intuitive, yet rigorous, descriptions of all fundamental concepts necessary to conduct research, build products, tinker, and play. By prioritizing geometric intuition, algorithmic thinking, and practical real world applications in disciplines including computer vision, natural language processing, economics, neuroscience, recommender systems, physics, and biology, this text provides readers with both a lucid understanding of foundational material as well as the practical tools needed to solve real-world problems. Wit... [Read More]
- ASIN: 1107123526
- ASIN: 1107123526
- ISBN: 9781107123526
- Brand: Cambridge University Press
- Manufacturer: Cambridge University Press
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Understanding Machine Learning: From Theory to Algorithms
Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides an extensive theoretical account of the fundamental ideas underlying machine learning and the mathematical derivations that transform these principles into practical algorithms. Following a presentation of the basics of the field, the book covers a wide array of central topics that have not been addressed by previous textbooks. These include a discussio... [Read More]
- ASIN: 1107057132
- ASIN: 1107057132
- ISBN: 1107057132
- Manufacturer: Cambridge University Press
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Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies (The MIT Press)
A comprehensive introduction to the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical applications.Machine learning is often used to build predictive models by extracting patterns from large datasets. These models are used in predictive data analytics applications including price prediction, risk assessment, predicting customer behavior, and document classification. This introductory textbook offers a detailed and focused treatment of the most important machine learning approaches used in predictive data analytics, co... [Read More]
- ASIN: 0262029448
- UPC: 783324881585
- ASIN: 0262029448
- ISBN: 0262029448
- Brand: The MIT Press
- Manufacturer: The MIT Press
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Machine Learning: The Art and Science of Algorithms that Make Sense of Data
As one of the most comprehensive machine learning texts around, this book does justice to the field's incredible richness, but without losing sight of the unifying principles. Peter Flach's clear, example-based approach begins by discussing how a spam filter works, which gives an immediate introduction to machine learning in action, with a minimum of technical fuss. Flach provides case studies of increasing complexity and variety with well-chosen examples and illustrations throughout. He covers a wide range of logical, geometric and statistical models and state-of-the-art topics such as matrix... [Read More]
- ASIN: 1107422221
- UPC: 001107422221
- ASIN: 1107422221
- ISBN: 1107422221
- Brand: imusti
- Manufacturer: Cambridge University Press
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Matrix Methods in Data Mining and Pattern Recognition (Fundamentals of Algorithms)
Several very powerful numerical linear algebra techniques are available for solving problems in data mining and pattern recognition. This application-oriented book describes how modern matrix methods can be used to solve these problems, gives an introduction to matrix theory and decompositions, and provides students with a set of tools that can be modified for a particular application. Part I gives a short introduction to a few application areas before presenting linear algebra concepts and matrix decompositions that students can use in problem-solving environments such as MATLAB. In Part II, ... [Read More]
- ASIN: 0898716268
- ASIN: 0898716268
- ISBN: 0898716268
- Manufacturer: Society for Industrial and Applied Mathematics
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Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
Graphics in this book are printed in black and white.Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.By using concrete examples, minimal theory, and two production-ready Python frameworks—scikit-learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’l... [Read More]
- ASIN: 1491962291
- ASIN: 1491962291
- ISBN: 1491962291
- Brand: O'Reilly Media
- Manufacturer: O'Reilly Media
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Machine Learning For Absolute Beginners: A Plain English Introduction (Machine Learning For Beginners)
Featured by Tableau as the first of "7 Books About Machine Learning for Beginners" Ready to crank up a virtual server and smash through petabytes of data? Want to add 'Machine Learning' to your LinkedIn profile?Well, hold on there...Before you embark on your epic journey into the world of machine learning, there is some theory and statistical principles to march through first. But rather than spend $30-$50 USD on a dense long textbook, you may want to read this book first. As a clear and concise alternative to a textbook, this book provides a practical and high-level introduction to the pract... [Read More]
- ASIN: 1549617214
- ASIN: 1549617214
- ISBN: 1549617214
- Manufacturer: Independently published
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Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)
A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, probabilistic approach.The coverage combines breadth and depth, offering necessary background material on suc... [Read More]
- ASIN: 0262018020
- ASIN: 0262018020
- ISBN: 0262018020
- Brand: imusti
- Manufacturer: The MIT Press
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Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow, 2nd Edition
Key FeaturesSecond edition of the bestselling book on Machine LearningA practical approach to key frameworks in data science, machine learning, and deep learningUse the most powerful Python libraries to implement machine learning and deep learningGet to know the best practices to improve and optimize your machine learning systems and algorithmsBook DescriptionMachine learning is eating the software world, and now deep learning is extending machine learning. Understand and work at the cutting edge of machine learning, neural networks, and deep learning with this second edition of Sebastian Rasc... [Read More]
- ASIN: 1787125939
- ASIN: 1787125939
- ISBN: 9781787125933
- Manufacturer: Packt Publishing
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Deep Learning (Adaptive Computation and Machine Learning series)
An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.“Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.”―Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceXDeep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human compute... [Read More]
- ASIN: 0262035618
- ASIN: 0262035618
- ISBN: 0262035618
- Brand: The MIT Press
- Manufacturer: The MIT Press
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Machine Learning: A Journey from Beginner to Advanced Including Deep Learning, Scikit-learn, and Tensorflow
The rate that AI is growing is perhaps too fast to understand. The last 40 years have seen a few false starts but, in the last decade, we’ve seen huge advances in the processing power of computers and in data storage. All of a sudden, the game has changed in a big way.These days, much of the technology we depend on and rely on daily is powered by AI. Take Google Translate, for example; next time you see something in another language, point your phone camera at it and Google Translate will translate it for you – instantly.AI is also being used to design treatment plans (evidence-based) for ... [Read More]
- ASIN: B07FPXGJ27
- ASIN: B07FPXGJ27
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Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning
This practical guide provides nearly 200 self-contained recipes to help you solve machine learning challenges you may encounter in your daily work. If you’re comfortable with Python and its libraries, including pandas and scikit-learn, you’ll be able to address specific problems such as loading data, handling text or numerical data, model selection, and dimensionality reduction and many other topics.Each recipe includes code that you can copy and paste into a toy dataset to ensure that it actually works. From there, you can insert, combine, or adapt the code to help construct your applicat... [Read More]
- ASIN: 1491989386
- ASIN: 1491989386
- ISBN: 9781491989388
- Manufacturer: O'Reilly Media
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Introduction to Machine Learning with Python: A Guide for Data Scientists
Machine learning has become an integral part of many commercial applications and research projects, but this field is not exclusive to large companies with extensive research teams. If you use Python, even as a beginner, this book will teach you practical ways to build your own machine learning solutions. With all the data available today, machine learning applications are limited only by your imagination.You’ll learn the steps necessary to create a successful machine-learning application with Python and the scikit-learn library. Authors Andreas Müller and Sarah Guido focus on the practical... [Read More]
- ASIN: 1449369413
- ASIN: 1449369413
- ISBN: 1449369413
- Manufacturer: O'Reilly Media
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Information Theory, Inference and Learning Algorithms
Information theory and inference, often taught separately, are here united in one entertaining textbook. These topics lie at the heart of many exciting areas of contemporary science and engineering - communication, signal processing, data mining, machine learning, pattern recognition, computational neuroscience, bioinformatics, and cryptography. This textbook introduces theory in tandem with applications. Information theory is taught alongside practical communication systems, such as arithmetic coding for data compression and sparse-graph codes for error-correction. A toolbox of inference tech... [Read More]
- ASIN: 0521642981
- ASIN: 0521642981
- ISBN: 0521642981
- Brand: imusti
- Manufacturer: Cambridge University Press
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Advances in Financial Machine Learning
Machine learning (ML) is changing virtually every aspect of our lives. Today ML algorithms accomplish tasks that until recently only expert humans could perform. As it relates to finance, this is the most exciting time to adopt a disruptive technology that will transform how everyone invests for generations. Readers will learn how to structure Big data in a way that is amenable to ML algorithms; how to conduct research with ML algorithms on that data; how to use supercomputing methods; how to backtest your discoveries while avoiding false positives. The book addresses real-life problems faced ... [Read More]
- ASIN: 1119482089
- ASIN: 1119482089
- ISBN: 1119482089
- Manufacturer: Wiley
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The Master Algorithm : How the Quest for the Ultimate Learning Machine Will Remake Our World
A thought-provoking and wide-ranging exploration of machine learning and the race to build computer intelligences as flexible as our ownIn the world's top research labs and universities, the race is on to invent the ultimate
- UPC: 53961824
- Rating: 4.0
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Machine Learning Algorithms
Machine Learning Algorithms
- UPC: 233033106
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Fundamentals of Deep Learning : Designing Next-Generation Machine Intelligence Algorithms
With the reinvigoration of neural networks in the 2000s, deep learning has become an extremely active area of research, one that's paving the way for modern machine learning. In this practical book, author Nikhil Buduma
- UPC: 46590372
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Machine Learning For Beginners Guide Algorithms: Supervised & Unsupervsied Learning. Decision Tree & Random Forest Introduction - eBook
200+ pages of valuable content! Machines can LEARN?!?! Machine learning occurs primarily through the use of " algorithms" and other elaborate procedures.Whether you're a novice, intermediate or expert this book will teach you all the ins, outs
- UPC: 222568893
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Machine Learning For Absolute Beginners A Step by Step guide Algorithms For Supervised and Unsupervised Learning With Real World Applications - eBook
Machines can LEARN ?!?! Machine learning occurs primarily through the use of " algorithms" and other elaborate procedures.Whether you're a novice, intermediate or expert this book will teach you all the ins, outs and everything you
- UPC: 939751548
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Python Machine Learning: Machine Learning Algorithms for Beginners - Data Management and Analytics for Approaching Deep Learning and Neural Networks from Scratch - eBook
How can a beginner approach machine learning with Python from scratch?Why exactly is machine learning such a hot topic right now in the business world?Ahmed Ph. Abbasi will lead you from being a complete beginner
- UPC: 990809974
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Fundamentals of Machine Learning for Predictive Data Analytics : Algorithms, Worked Examples, and Case Studies
A comprehensive introduction to the most important machine learning approaches used in predictive data analytics, covering both theoretical concepts and practical
- UPC: 45144553
- Rating: 5.0
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Machine Learning et sécurité - Protéger les systèmes avec des données et des algorithmes - eBook
L'apprentissage automatique, un champ d'étude essentiel aux développements de l'Intelligence artificielle - MACHINE LEARNING N°2 DES VENTES FIRST AU 1ER NIVLe sujet le plus chaud du momentL'Intelligence Artificielle (IA), les Big Data et le Machine
- UPC: 665837734
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Machine Learning for Hackers : Case Studies and Algorithms to Get You Started
Now that storage and collection technologies are cheaper and more precise, methods for extracting relevant information from large datasets is within the reach any experienced programmer willing to crunch data. Readers learn machine learning and
- UPC: 17486132
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Machine Learning for Beginners: An Introduction for Beginners, Why Machine Learning Matters Today and How Machine Learning Networks, Algorithms, Conce
Machine Learning for Beginners: An Introduction for Beginners, Why Machine Learning Matters Today and How Machine Learning Networks, Algorithms,
- UPC: 683890762
Top 7 Machine Learning Algorithms every beginner should know #MachineLearning #Algorithms #beginner
Machine learning algorithms, choosing the correct algorithm for your problem - Joakim Lehn
Machine Learning Algorithms | Machine Learning Tutorial | Data Science Training | Edureka
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