Machine Learning in Action

Machine Learning in Action Author : Peter Harrington
Publisher : Manning Publications Company
Pub Date : 2011-12
Page : 354
Language : en
Rating : 3



Here is Machine Learning in Action eBook or ePub.

Summary

Machine Learning in Action is unique book that blends the foundational theories of machine learning with the practical realities of building tools for everyday data analysis. You’ll use the flexible Python programming language to build programs that implement algorithms for data classification, forecasting, recommendations, and higher-level features like summarization and simplification.

About the Book

A machine is said to learn when its performance improves with experience. Learning requires algorithms and programs that capture data and ferret out the interestingor useful patterns. Once the specialized domain of analysts and mathematicians, machine learning is becoming a skill needed by many.

Machine Learning in Action is a clearly written tutorial for developers. It avoids academic language and takes you straight to the techniques you’ll use in your day-to-day work. Many (Python) examples present the core algorithms of statistical data processing, data analysis, and data visualization in code you can reuse. You’ll understand the concepts and how they fit in with tactical tasks like classification, forecasting, recommendations, and higher-level features like summarization and simplification.

Readers need no prior experience with machine learning or statistical processing. Familiarity with Python is helpful.

Purchase of the print book comes with an offer of a free PDF, ePub, and Kindle eBook from Manning. Also available is all code from the book.

What’s Inside

  • A no-nonsense introduction
  • Examples showing common ML tasks
  • Everyday data analysis
  • Implementing classic algorithms like Apriori and Adaboos

Table of Contents

  • PART 1 CLASSIFICATION
  • Machine learning basics
  • Classifying with k-Nearest Neighbors
  • Splitting datasets one feature at a time: decision trees
  • Classifying with probability theory: naïve Bayes
  • Logistic regression
  • Support vector machines
  • Improving classification with the AdaBoost meta algorithm PART 2 FORECASTING NUMERIC VALUES WITH REGRESSION
  • Predicting numeric values: regression
  • Tree-based regression PART 3 UNSUPERVISED LEARNING
  • Grouping unlabeled items using k-means clustering
  • Association analysis with the Apriori algorithm
  • Efficiently finding frequent itemsets with FP-growth PART 4 ADDITIONAL TOOLS
  • Using principal component analysis to simplify data
  • Simplifying data with the singular value decomposition
  • Big data and MapReduce
  • Machine Learning in Action Download Link

    Machine Learning In Action

    Total Download : 2937 | Total Read : 1842 | Total Likes: 4944


    Author by : Peter Harrington
    Languange Used : English
    Release Date :
    Publisher by : Manning Publications






    Hands On Machine Learning With Scikit Learn And Tensorflow Concepts Tools And Techniques To Build Intelligent Systems

    Total Download : 3496 | Total Read : 2088 | Total Likes: 7242


    Author by : Aurélien Géron
    Languange Used : English
    Release Date :
    Publisher by : O'Reilly Media






    Python Machine Learning

    Total Download : 7327 | Total Read : 1849 | Total Likes: 6690


    Author by : Sebastian Raschka
    Languange Used : English
    Release Date : 2015-09-23
    Publisher by : Packt Publishing - ebooks Account






    ?????? ???????? 72 Chinese Edition

    Total Download : 8450 | Total Read : 4442 | Total Likes: 1852


    Author by : [美]Peter Harrington
    Languange Used : Chinese
    Release Date : 2014-07-23
    Publisher by : 人民邮电出版社






    Deep Learning Adaptive Computation And Machine Learning Series

    Total Download : 7694 | Total Read : 5669 | Total Likes: 8194


    Author by : Ian Goodfellow
    Languange Used : English
    Release Date :
    Publisher by : The MIT Press






    Real World Machine Learning

    Total Download : 6665 | Total Read : 5144 | Total Likes: 8078


    Author by : Henrik Brink
    Languange Used : English
    Release Date :
    Publisher by : Manning Publications






    Data Science From Scratch First Principles With Python

    Total Download : 7311 | Total Read : 1727 | Total Likes: 5900


    Author by : Joel Grus
    Languange Used : English
    Release Date :
    Publisher by : O'Reilly Media






    Human Machine Reconfigurations Plans And Situated Actions Learning In Doing Social Cognitive And Computational Perspectives

    Total Download : 3724 | Total Read : 5739 | Total Likes: 9369


    Author by : Lucy Suchman
    Languange Used : English
    Release Date :
    Publisher by : Cambridge University Press






    Amazon Web Services In Action

    Total Download : 1420 | Total Read : 5794 | Total Likes: 7173


    Author by : Andreas Wittig
    Languange Used : English
    Release Date :
    Publisher by : Manning Publications






    R In Action Data Analysis And Graphics With R

    Total Download : 2669 | Total Read : 5274 | Total Likes: 1242


    Author by : Robert Kabacoff
    Languange Used : English
    Release Date :
    Publisher by : Manning Publications






    Leave a Reply

    Your email address will not be published. Required fields are marked *