Kyriakides / Margaritis Hands-On Ensemble Learning with Python

Build highly optimized ensemble machine learning models using scikit-learn and Keras
1. Auflage 2019
ISBN: 978-1-78961-788-7
Verlag: De Gruyter
Format: EPUB
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)

E-Book, Englisch, 298 Seiten

No detailed description available for "Hands-On Ensemble Learning with Python".

Autoren/Hrsg.

Kyriakides, George

Margaritis, Konstantinos G.

Fachgebiete

• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Datenbankdesign & Datenbanktheorie
• Mathematik | Informatik EDV | Informatik EDV & Informatik Allgemein
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Computer Vision
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Mustererkennung, Biometrik
• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Informationsarchitektur

Inhaltsverzeichnis

Table of Contents - A Machine Learning Refresher
- Getting Started with Ensemble Learning
- Voting
- Stacking
- Bagging
- Boosting
- Random Forests
- Clustering
- Classifying Fraudulent Transactions
- Predicting Bitcoin Prices
- Evaluating Twitters Sentiment
- Recommending Movies with Keras
- Clustering Application: World Happiness

Über Autor(innen)

Kyriakides George:
George Kyriakides is a Ph.D. researcher, studying distributed neural architecture search. His interests and experience include automated generation and optimization of predictive models for a wide array of applications, such as image recognition, time series analysis, and financial applications. He holds an M.Sc. in computational methods and applications, and a B.Sc. in applied informatics, both from the University of Macedonia, Thessaloniki, Greece.Margaritis Konstantinos G.:
Konstantinos G. Margaritis has been a teacher and researcher in computer science for more than 30 years. His research interests include parallel and distributed computing as well as computational intelligence and machine learning. He holds an M.Eng. in electrical engineering (Aristotle University of Thessaloniki, Greece), as well as an M.Sc. and a Ph.D. in computer science (Loughborough University, UK). He is a professor at the Department of Applied Informatics, University of Macedonia, Thessaloniki, Greece.