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Machine Learning Algorithms by Giuseppe Bonaccorso - Research Book

Machine Learning Algorithms by Giuseppe Bonaccorso - Research Book

Interesting Research Book in Machine Learning Algorithms by Giuseppe Bonaccorso

Author(s) Name:  Giuseppe Bonaccorso

About the Book:

   As the amount of data continues to grow at an almost incomprehensible rate, being able to understand and process data is becoming a key differentiator for competitive organizations. Machine learning applications are everywhere, from self-driving cars, spam detection, document search, and trading strategies, to speech recognition. This makes machine learning well-suited to the present-day era of Big Data and Data Science. The main challenge is how to transform data into actionable knowledge.
   In this book you will learn all the important Machine Learning algorithms that are commonly used in the field of data science. These algorithms can be used for supervised as well as unsupervised learning, reinforcement learning, and semi-supervised learning.
   A few famous algorithms that are covered in this book are Linear regression, Logistic Regression, SVM, Naive Bayes, K-Means, Random Forest, TensorFlow, and Feature engineering. In this book you will also learn how these algorithms work and their practical implementation to resolve your problems. This book will also introduce you to the Natural Processing Language and Recommendation systems, which help you run multiple algorithms simultaneously.

Table of Contents

  • A Gentle Introduction to Machine Learning
  • Important Elements in Machine Learning
  • Feature Selection and Feature Engineering
  • Linear Regression
  • Logistic Regression
  • Naive Bayes
  • Support Vector Machines
  • Decision Trees and Ensemble Learning
  • Clustering Fundamentals
  • Hierarchical Clustering
  • Introduction to Recommendation Systems
  • Introduction to Natural Language Processing
  • ISBN:  9781785889622

    Publisher:   Packt Publishing

    Year of Publication:  2017

    Book Link:  Home Page Url