An Introduction to Machine Learning

Just like electricity, Machine Learning will revolutionize our life in many ways - some of which are not even conceivable today. This book provides a thorough conceptual understanding of Machine Learning techniques and algorithms. Many of the mathematical concepts are explained in an intuitive manne...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Κύριοι συγγραφείς: Rebala, Gopinath (Συγγραφέας, http://id.loc.gov/vocabulary/relators/aut), Ravi, Ajay (http://id.loc.gov/vocabulary/relators/aut), Churiwala, Sanjay (http://id.loc.gov/vocabulary/relators/aut)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2019.
Έκδοση:1st ed. 2019.
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
Πίνακας περιεχομένων:
  • Introduction
  • Basics before Machine Learning
  • Learning Models
  • Regression
  • Improving Further
  • Classification
  • Clustering (unsupervised Learning)
  • Random Forests
  • Testing the Algorithm and the Network
  • Neural Network
  • Reinforcement Learning
  • Deep Learning
  • Principal Component Analysis
  • Anomaly Detection
  • Recommender System
  • Feature Search/Convolution
  • Natural Language Processing
  • Language Translation
  • AlphaGo
  • Data Quality
  • System Improvement
  • Software stack
  • Hardware Implementations. .