• Data Mining: The Textbook

    This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues. It goes beyond the traditional focus on data mining problems to introduce advanced data types such as text, time series, discrete sequences, spatial data, graph data, and social networks. Until now, no single book has addressed all these topics in a comprehensive and integrated way. The chapters of this book fall into one of three categories: Fundamental chapters: Data mining has four main pro... [Read More]

    • ASIN: 3319141414
    • ASIN: 3319141414
    • ISBN: 9783319141411
    • Brand: Springer
    • Manufacturer: Springer

  • Data Mining: Practical Machine Learning Tools and Techniques (Morgan Kaufmann Series in Data Management Systems)

    Data Mining: Practical Machine Learning Tools and Techniques, Fourth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated fourth edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches. Extensive updates reflect the technical changes and mod... [Read More]

    • ASIN: 0128042915
    • ASIN: 0128042915
    • ISBN: 0128042915
    • Brand: Morgan Kaufmann
    • Manufacturer: Morgan Kaufmann

  • Automate the Boring Stuff with Python: Practical Programming for Total Beginners

    If you’ve ever spent hours renaming files or updating hundreds of spreadsheet cells, you know how tedious tasks like these can be. But what if you could have your computer do them for you?In Automate the Boring Stuff with Python, you’ll learn how to use Python to write programs that do in minutes what would take you hours to do by hand—no prior programming experience required. Once you’ve mastered the basics of programming, you’ll create Python programs that effortlessly perform useful and impressive feats of automation to:–Search for text in a file or across multiple files–Creat... [Read More]

    • ASIN: B00WJ049VU
    • ASIN: B00WJ049VU
    • Manufacturer: No Starch Press

  • 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

  • Data Science for Business: What You Need to Know about Data Mining and Data-Analytic Thinking

    Written by renowned data science experts Foster Provost and Tom Fawcett, Data Science for Business introduces the fundamental principles of data science, and walks you through the "data-analytic thinking" necessary for extracting useful knowledge and business value from the data you collect. This guide also helps you understand the many data-mining techniques in use today.Based on an MBA course Provost has taught at New York University over the past ten years, Data Science for Business provides examples of real-world business problems to illustrate these principles. You’ll not only learn how... [Read More]

    • ASIN: B00E6EQ3X4
    • ASIN: B00E6EQ3X4
    • Manufacturer: O'Reilly Media

  • 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

  • Data Mining for Business Analytics: Concepts, Techniques, and Applications with JMP Pro

    Data Mining for Business Analytics: Concepts, Techniques, and Applications with JMP Pro® presents an  applied and interactive approach to data mining. Featuring hands-on applications with JMP Pro®, a statistical package from the SAS Institute, the bookuses engaging, real-world examples to build a theoretical and practical understanding of key data mining methods, especially predictive models for classification and prediction. Topics include data visualization, dimension reduction techniques, clustering, linear and logistic regression, classification and regression trees, discriminant analys... [Read More]

    • ASIN: 1118877438
    • ASIN: 1118877438
    • ISBN: 1118877438
    • Manufacturer: Wiley

  • The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)

    This book describes the important ideas in a variety of fields such as medicine, biology, finance, and marketing in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of colour graphics. It is a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting-... [Read More]

    • ASIN: 0387848576
    • ASIN: 0387848576
    • ISBN: 0387848576
    • Brand: Springer
    • Manufacturer: Springer

  • Python Crash Course: A Hands-On, Project-Based Introduction to Programming

    Python Crash Course is a fast-paced, thorough introduction to Python that will have you writing programs, solving problems, and making things that work in no time.In the first half of the book, you’ll learn about basic programming concepts, such as lists, dictionaries, classes, and loops, and practice writing clean and readable code with exercises for each topic. You’ll also learn how to make your programs interactive and how to test your code safely before adding it to a project. In the second half of the book, you’ll put your new knowledge into practice with three substantial projects:... [Read More]

    • ASIN: B018UXJ9RI
    • ASIN: B018UXJ9RI
    • Manufacturer: No Starch Press

  • An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)

    An Introduction to Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, and more. Color graphics and real-worl... [Read More]

    • ASIN: 1461471370
    • ASIN: 1461471370
    • ISBN: 1461471370
    • Brand: Springer
    • Manufacturer: Springer

  • R for Data Science: Import, Tidy, Transform, Visualize, and Model Data

    Learn how to use R to turn raw data into insight, knowledge, and understanding. This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible.Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You’ll get a complete, big-picture understanding of t... [Read More]

    • ASIN: 1491910399
    • ASIN: 1491910399
    • ISBN: 1491910399
    • Brand: O Reilly Media
    • Manufacturer: O'Reilly Media

  • Neural Networks and Deep Learning: A Textbook

    This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in different applications. Why do neural networks work? When do they work better than off-the-shelf machine-learning models? When is depth useful? Why is training neural networks so hard? What are the pitfalls? The book  is also rich in discussing different applications i... [Read More]

    • ASIN: 3319944622
    • ASIN: 3319944622
    • ISBN: 3319944622
    • Manufacturer: Springer

  • Neural Network Projects with Python: The ultimate guide to using Python to explore the true power of neural networks through six projects

    Build your Machine Learning portfolio by creating 6 cutting-edge Artificial Intelligence projects using neural networks in PythonKey FeaturesDiscover neural network architectures (like CNN and LSTM) that are driving recent advancements in AIBuild expert neural networks in Python using popular libraries such as KerasIncludes projects such as object detection, face identification, sentiment analysis, and moreBook DescriptionNeural networks are at the core of recent AI advances, providing some of the best resolutions to many real-world problems, including image recognition, medical diagnosis, tex... [Read More]

    • ASIN: B07P77QWW7
    • ASIN: B07P77QWW7
    • Manufacturer: Packt Publishing

  • Pattern Recognition and Machine Learning (Information Science and Statistics)

    This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential... [Read More]

    • ASIN: 0387310738
    • ASIN: 0387310738
    • ISBN: 0387310738
    • Brand: imusti
    • Manufacturer: Springer

  • 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

  • Data Mining : Practical Machine Learning Tools and Techniques

    Rev. edition of: Data mining: practical machine learning tools and techniques / Ian H. Witten, Eibe Frank, Mark A. Hall.

    • UPC: 54643218

  • Introduction to Data Mining

    9780133128901

    • UPC: 21920276

  • Data Mining Techniques : For Marketing, Sales, and Customer Relationship Management

    Berry's name appears first on the 2nd

    • UPC: 15182364
    • Rating: 5.0

  • Data Mining : The Textbook

    This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues. It goes beyond the

    • UPC: 45756268

  • Data Analytics : A Practical Guide to Data Analytics for Business, Beginner to Expert(data Analytics, Prescriptive Analytics, Statistics, Big Data, Intelligence, Master Data, Data Science, Data Mining)

    Understand Data Analytics and Implement it in Your Business Today Do you want improve your revenue and stop missing out on profit? Do you want to learn about how data analytics in a style and

    • UPC: 389578440

  • Data Mining Techniques - eBook

    Data Mining Techniques addresses all the major and latest techniques of data mining and data warehousing. It deals in detail with the latest algorithms for discovering association rules, decision trees, clustering, neural networks and genetic

    • UPC: 373124442

  • Statistical and Machine-Learning Data Mining: - eBook

    The third edition of a bestseller, Statistical and Machine-Learning Data Mining: Techniques for Better Predictive Modeling and Analysis of Big Data is still the only book, to date, to distinguish between statistical data mining and

    • UPC: 734342948

  • Network Data Mining and Analysis - eBook

    Online social networking sites like Facebook, LinkedIn, and Twitter, offer millions of members the opportunity to befriend one another, send messages to each other, and post content on the site — actions which generate mind-boggling

    • UPC: 785073903

  • Machine Learning and Data Mining in Pattern Recognition - eBook

    This book constitutes the refereed proceedings of the 11th International Conference on Machine Learning and Data Mining in Pattern Recognition, MLDM 2015, held in Hamburg, Germany in July 2015. The 41 full papers presented were

    • UPC: 938193844

  • Spatial Data Mining - eBook

    ·        This book is an updated version of a well-received book previously published in Chinese by Science Press of China (the first edition in 2006 and the second in 2013). It offers a systematic and practical

    • UPC: 556390029

  • Best Machine Learning Books

    Data Mining The Textbook

    Statistical Aspects of Data Mining (Stats 202) Day 1