Python machine learning

Python makes machine learning easy for beginners and experienced developers With computing power increasing exponentially and costs decreasing at the same time, there is no better time to learn machine learning using Python. Machine learning tasks that once required enormous processing power are now...

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Bibliographic Details
Main Author Lee, Wei-Meng (Author)
Format Electronic eBook
LanguageEnglish
Published Indianapolis, IN : Wiley, [2019]
Subjects
Online AccessFull text
ISBN9781119545675
1119545676
9781119545699
1119545692
9781119557500
111955750X
1119545633
9781119545637
1523128453
9781523128457
Physical Description1 online resource (xxiv, 296 pages)

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Table of Contents:
  • Introduction to machine learning
  • Extending Python using NumPy
  • Manipulating tabular data using Pandas
  • Data visualization using matplotlib
  • Getting started with Scikit-learn for Machine Learning
  • Supervised learning : linear regression
  • Supervised learning : classification using logistic regression
  • Supervised learning : classification using support vector machines
  • Supervised learning : classification using K-Nearest Neighbors (KNN)
  • Unsupervised learning : clustering using K-Means
  • Using Azure Machine Learning Studio
  • Deploying machine learning models.