Machine learning algorithms : popular algorithms for data science and machine learning [E-Book] / Giuseppe Bonaccorso.
Bonaccorso, Giuseppe, (author)
2nd edition
Birmingham : Packt Publishing, 2018
514 pages (online resource)
englisch
9781789347999
1789345480
1789347998
9781789345483
Full Text
Table of Contents:
  • Machine learning algorithms : popular algorithms for data science and machine learning
  • Dedication
  • Packt Upsell
  • Contributors
  • Table of Contents
  • Preface
  • Chapter 1: A Gentle Introduction to Machine Learning
  • Chapter 2: Important Elements in Machine Learning
  • Chapter 3: Feature Selection and Feature Engineering
  • Chapter 4: Regression Algorithms
  • Chapter 5: Linear Classification Algorithms
  • Chapter 6: Naive Bayes and Discriminant Analysis
  • Chapter 7: Support Vector Machines
  • Chapter 8: Decision Trees and Ensemble Learning
  • Chapter 9: Clustering Fundamentals
  • Chapter 10: Advanced Clustering
  • Chapter 11: Hierarchical Clustering
  • Chapter 12: Introducing Recommendation Systems
  • Chapter 13: Introducing Natural Language Processing
  • Chapter 14: Topic Modeling and Sentiment Analysis in NLP
  • Chapter 15: Introducing Neural Networks
  • Chapter 16: Advanced Deep Learning Models
  • Chapter 17: Creating a Machine Learning Architecture
  • Other Books You May Enjoy
  • Index.