Hands-On Data Science and Python Machine Learning - download pdf or read online

By Frank Kane

ISBN-10: 1787280748

ISBN-13: 9781787280748

Key Features

  • Take your first steps on this planet of knowledge technological know-how via realizing the instruments and methods of knowledge analysis
  • Train effective computer studying versions in Python utilizing the supervised and unsupervised studying methods
  • Learn the right way to use Apache Spark for processing titanic facts efficiently

Book Description

Join Frank Kane, who labored on Amazon and IMDb's computer studying algorithms, as he publications you in your first steps into the area of knowledge technology. Hands-On info technology and Python computing device studying promises the instruments it is advisable to comprehend and discover the middle subject matters within the box, and the boldness and perform to construct and study your individual desktop studying versions. With the aid of attention-grabbing and easy-to-follow sensible examples, Frank Kane explains almost certainly advanced subject matters similar to Bayesian equipment and K-means clustering in a fashion that anyone can comprehend them.

Based on Frank's profitable info technology direction, Hands-On information technology and Python computer studying empowers you to behavior facts research and practice effective computing device studying utilizing Python. allow Frank assist you unearth the price on your information utilizing many of the facts mining and information research ideas to be had in Python, and to advance effective predictive versions to foretell destiny effects. additionally, you will how one can practice large-scale computer studying on huge info utilizing Apache Spark. The publication covers getting ready your info for research, education laptop studying types, and visualizing the ultimate information analysis.

What you are going to learn

  • Learn the right way to fresh your facts and prepared it for analysis
  • Implement the preferred clustering and regression equipment in Python
  • Train effective computer studying versions utilizing choice bushes and random forests
  • Visualize the result of your research utilizing Python's Matplotlib library
  • Use Apache Spark's MLlib package deal to accomplish desktop studying on huge datasets

About the Author

My identify is Frank Kane. I spent 9 years at Amazon and IMDb, wrangling thousands of shopper scores and buyer transactions to supply issues resembling custom-made techniques for video clips and items and "people who obtained this additionally bought." I inform you, I want we had Apache Spark again then, while I spent years attempting to remedy those difficulties there. I carry 17 issued patents within the fields of dispensed computing, information mining, and laptop studying. In 2012, I left to begin my very own winning corporation, Sundog software program, which specializes in digital truth surroundings expertise, and educating others approximately monstrous info analysis.

Table of Contents

  1. Getting Started
  2. Statistics and likelihood Refresher and Python Practice
  3. Matplotlib and complex likelihood Concepts
  4. Predictive Models
  5. Machine studying with Python
  6. Recommender Systems
  7. More information Mining and computer studying Techniques
  8. Dealing with Real-World Data
  9. Apache Spark: laptop studying on significant Data
  10. Testing and Experimental Design

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Hands-On Data Science and Python Machine Learning by Frank Kane


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