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Pro Machine Learning Algorithms: A Hands-On Approach to Implementing Algorithms in Python and R

Book Specification

Binding Paperback
Language English
Number Of Pages 319
Author V Kishore Ayyadevara
Publisher Apress
Isbn-10 1484235630
Isbn-13 9781484235638
Dimension 17.81*2.06*25.4

Pro Machine Learning Algorithms: A Hands-On Approach to Implementing Algorithms in Python and R

V Kishore Ayyadevara's Pro Machine Learning Algorithms: A Hands-On Approach to Implementing Algorithms in Python and R

Bridge the gap between a high-level understanding of how an algorithm works and knowing the nuts and bolts to tune your Models better. This book will give you the confidence and skills when developing all the major machine learning models. In Pro Machine Learning Algorithms, you will first develop the algorithm in Excel so that you get a practical understanding of all the levers that can be tuned in a model, before implementing the Models in Python/R.

You will cover all the major algorithms: supervised and unsupervised learning, which include linear/logistic regression; k-means clustering; PCA; recommender system; decision tree; random forest; GBM; and neural networks. You will also be exposed to the latest in deep learning through CNNs, RNNs, and word2vec for text mining. You will be learning not only the algorithms, but also the concepts of feature Engineering to maximize the performance of a model. You will see the Theory along with case studies, such as sentiment classification, fraud detection, recommender systems, and image recognition, so that you get the best of both Theory and practice for the vast majority of the machine learning Algorithms used in industry. Along with learning the algorithms, you will also be exposed to Running machine-learning Models on all the major cloud service providers.

You are expected to have minimal knowledge of statistics/software Programming and by the end of this book you should be able to Work on a machine learning project with confidence. 

What You Will Learn
  • Get an in-depth understanding of all the major machine learning and deep learning algorithms 
  • Fully appreciate the pitfalls to avoid while Building models
  • Implement machine learning Algorithms in the cloud 
  • Follow a hands-on approach through case studies for each algorithm
  • Gain the tricks of ensemble learning to build more accurate models
  • Discover the basics of Programming in R/Python and the Keras framework for deep learning
Who This Book Is For

Business analysts/ IT professionals who want to transition into data Science roles. Data scientists who want to solidify their knowledge in machine learning.



Store Price Buy Now
Amazon, Paperback Rs. 1829.0

Why you should read Pro Machine Learning Algorithms: A Hands-On Approach to Implementing Algorithms in Python and R by V Kishore Ayyadevara

This book has been written by V Kishore Ayyadevara, who has written books like Neural Networks with Keras Cookbook: Over 70 recipes leveraging deep learning techniques across image, text, audio, and game bots,Pro Machine Learning Algorithms: A Hands-On Approach to Implementing Algorithms in Python and R. The books are written in Computer Science category. This book is read by people who are interested in reading books in category : Computer Science. So, if you want to explore books similar to This book, you must read and buy this book.

Other books by same author

Book Binding Language
Neural Networks with Keras Cookbook: Over 70 recipes leveraging deep learning techniques across image, text, audio, and game bots Paperback English
Pro Machine Learning Algorithms: A Hands-On Approach to Implementing Algorithms in Python and R Paperback English

How long would it take for you to read Pro Machine Learning Algorithms: A Hands-On Approach to Implementing Algorithms in Python and R

Depending on your reading style, this is how much time you would take to complete reading this book.

Reading Style Time To Finish The Book
Slow 63 hours
Average 31 hours
Good 21 hours
Excellent 10 hours
So if you are a Reader belonging in the Good category, and you read it daily for 1 hour, it will take you 21 days.
Note: A slow reader usually reads 100 words per minute, an average reader 200 words per minute, an average reader 300 words per minute and an excellent leader reads about 600-1000 words per minute, however the comprehension may vary.

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