Sarkar / Natarajan Ensemble Machine Learning Cookbook

Over 35 practical recipes to explore ensemble machine learning techniques using Python
1. Auflage 2024
ISBN: 978-1-78913-250-2
Verlag: De Gruyter
Format: EPUB
Kopierschutz: Adobe DRM (»Systemvoraussetzungen)

E-Book, Englisch, 336 Seiten

No detailed description available for "Ensemble Machine Learning Cookbook".

Autoren/Hrsg.

Sarkar, Dipayan

Natarajan, Vijayalakshmi

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Neuronale Netzwerke
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Spracherkennung, Sprachverarbeitung

Inhaltsverzeichnis

Table of Contents - Get Closer to Your Data with Exploratory Data Analysis
- Getting Started with Ensemble Machine Learning
- Resampling Methods
- Statistical & Machine Learning Algorithms
- Bag the Models with Bagging
- When in Doubt, use Random Forest
- Boost up Model Performance with Boosting
- Blend it with Stacking
- Homogeneous Ensemble for Hand-Written Digits Recognition
- Heterogeneous Ensemble Classifiers for Credit Card Default Prediction
- Heterogeneous Ensemble for Sentiment Analysis using NLP
- Heterogeneous Ensemble for Multi-Label Classification for Text Categorization

Über Autor(innen)

Sarkar Dipayan :

Dipayan Sarkar holds a Masters in Economics and comes with 17+ years of experience. Dipayan has won international challenges in predictive modeling and takes a keen interest in the mathematics behind machine learning techniques. Before opting to become an independent consultant and a mentor in the data science and machine learning space with various organizations and educational institutions, he had served in the capacity of a senior data scientist with Fortune 500 companies in the US and Europe. He is currently associated with Great Lakes Institute of Management as a visiting faculty (Analytics) and BML Munjal University as an adjunct faculty (Analytics and Machine Learning). He has co-authored a book on "Ensemble Machine Learning with Python" with PACKT Publishing.Natarajan Vijayalakshmi :

Vijayalakshmi Natarajan holds an ME in Computer Science, comes with 4 years of industry experience. She is a data science enthusiast and is a passionate trainer in the field of data science & data visualization. She takes keen interests in deep diving into Machine Learning techniques. Her specialization includes machine learning techniques in the field of image processing.