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Python Machine Learning Case Studies: Five Case Studies for the Data Scientist

โœ Scribed by Danish Haroon (auth.)


Publisher
Apress
Year
2017
Tongue
English
Leaves
216
Edition
1
Category
Library

โฌ‡  Acquire This Volume

No coin nor oath required. For personal study only.

โœฆ Synopsis


Embrace machine learning approaches and Python to enable automatic rendering of rich insights and solve business problems. The book uses a hands-on case study-based approach to crack real-world applications to which machine learning concepts can be applied. These smarter machines will enable your business processes to achieve efficiencies on minimal time and resources.
Python Machine Learning Case Studies takes you through the steps to improve business processes and determine the pivotal points that frame strategies. Youโ€™ll see machine learning techniques that you can use to support your products and services. Moreover youโ€™ll learn the pros and cons of each of the machine learning concepts to help you decide which one best suits your needs.
By taking a step-by-step approach to coding in Python youโ€™ll be able to understand the rationale behind model selection and decisions within the machine learning process. The book is equipped with practical examples along with code snippets to ensure that you understand the data science approach to solving real-world problems.
What You Will Learn

  • Gain insights into machine learning concepts
  • Work on real-world applications of machine learning
  • Learn concepts of model selection and optimization
  • Get a hands-on overview of Python from a machine learning point of view

Who This Book Is For
Data scientists, data analysts, artificial intelligence engineers, big data enthusiasts, computer scientists, computer sciences students, and capital market analysts.

โœฆ Table of Contents


Front Matter ....Pages i-xvii
Statistics and Probability (Danish Haroon)....Pages 1-43
Regression (Danish Haroon)....Pages 45-94
Time Series (Danish Haroon)....Pages 95-128
Clustering (Danish Haroon)....Pages 129-160
Classification (Danish Haroon)....Pages 161-196
Back Matter ....Pages 197-204

โœฆ Subjects


Computing Methodologies


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