The Resource Python machine learning cookbook : 100 recipes that teach you how to perform various machine learning tasks in the real world, Prateek Joshi

Python machine learning cookbook : 100 recipes that teach you how to perform various machine learning tasks in the real world, Prateek Joshi

Label
Python machine learning cookbook : 100 recipes that teach you how to perform various machine learning tasks in the real world
Title
Python machine learning cookbook
Title remainder
100 recipes that teach you how to perform various machine learning tasks in the real world
Statement of responsibility
Prateek Joshi
Creator
Author
Subject
Language
eng
Summary
Annotation
Member of
Cataloging source
UMI
Dewey number
005.13/3
Illustrations
illustrations
Index
index present
LC call number
QA76.73.P98
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Quick answers to common problems
Summary expansion
100 recipes that teach you how to perform various machine learning tasks in the real worldAbout This Book*Understand which algorithms to use in a given context with the help of this exciting recipe-based guide*Learn about perceptrons and see how they are used to build neural networks*Stuck while making sense of images, text, speech, and real estate? This guide will come to your rescue, showing you how to perform machine learning for each one of these using various techniquesWho This Book Is ForThis book is for Python programmers who are looking to use machine-learning algorithms to create real-world applications. This book is friendly to Python beginners, but familiarity with Python programming would certainly be useful to play around with the code.What You Will Learn*Explore classification algorithms and apply them to the income bracket estimation problem*Use predictive modeling and apply it to real-world problems*Understand how to perform market segmentation using unsupervised learning*Explore data visualization techniques to interact with your data in diverse ways*Find out how to build a recommendation engine*Understand how to interact with text data and build models to analyze it*Work with speech data and recognize spoken words using Hidden Markov Models*Analyze stock market data using Conditional Random Fields*Work with image data and build systems for image recognition and biometric face recognition*Grasp how to use deep neural networks to build an optical character recognition systemIn DetailMachine learning is becoming increasingly pervasive in the modern data-driven world. It is used extensively across many fields such as search engines, robotics, self-driving cars, and more.With this book, you will learn how to perform various machine learning tasks in different environments. We'll start by exploring a range of real-life scenarios where machine learning can be used, and look at various building blocks. Throughout the book, you'll use a wide variety of machine learning algorithms to solve real-world problems and use Python to implement these algorithms.You'll discover how to deal with various types of data and explore the differences between machine learning paradigms such as supervised and unsupervised learning. We also cover a range of regression techniques, classification algorithms, predictive modeling, data visualization techniques, recommendation engines, and more with the help of real-world examples
Label
Python machine learning cookbook : 100 recipes that teach you how to perform various machine learning tasks in the real world, Prateek Joshi
Publication
Copyright
Note
Includes index
http://library.link/vocab/branchCode
  • net
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Control code
ocn953526387
Dimensions
unknown
Extent
1 online resource (1 volume)
Form of item
online
Isbn
9781786464477
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other physical details
illustrations
http://library.link/vocab/ext/overdrive/overdriveId
cl0500000761
http://library.link/vocab/recordID
.b36498117
Sound
unknown sound
Specific material designation
remote
System control number
  • (OCoLC)953526387
  • pebc1786464470

Library Locations

    • Deakin University Library - Geelong Waurn Ponds CampusBorrow it
      75 Pigdons Road, Waurn Ponds, Victoria, 3216, AU
      -38.195656 144.304955
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