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Step by step machine learning with Python (Packtpub)

Step by step machine learning with Python (Packtpub)


What You Will Learn

  • Exploit the power of Python to handle data extraction, manipulation, and exploration techniques
  • Use Python to visualize data spread across multiple dimensions and extract useful features
  • Delve into the world of analytics to predict situations correctly
  • Implement machine learning classification and regression algorithms from scratch in Python
  • Be amazed to see algorithms in action
  • Evaluate the performance of a machine learning model and optimize it
  • Solve interesting, real-world problems using machine learning and Python as the journey unfolds

Table of Contents

GETTING STARTED WITH PYTHON AND MACHINE LEARNING
EXPLORING THE 20 NEWSGROUPS DATASET WITH TEXT ANALYSIS ALGORITHMS
SPAM EMAIL DETECTION WITH NAÏVE BAYES
NEWS TOPIC CLASSIFICATION WITH SUPPORT VECTOR MACHINE
CLICK-THROUGH PREDICTION WITH TREE-BASED ALGORITHMS
CLICK-THROUGH PREDICTION WITH LOGISTIC REGRESSION
STOCK PRICE PREDICTION WITH REGRESSION ALGORITHMS
BEST PRACTICES

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