Interpretable Machine Learning

Interpretable Machine Learning
Author :
Publisher : Lulu.com
Total Pages : 320
Release :
ISBN-10 : 9780244768522
ISBN-13 : 0244768528
Rating : 4/5 (528 Downloads)

Book Synopsis Interpretable Machine Learning by : Christoph Molnar

Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.


Interpretable Machine Learning Related Books

Interpretable Machine Learning
Language: en
Pages: 320
Authors: Christoph Molnar
Categories: Artificial intelligence
Type: BOOK - Published: 2020 - Publisher: Lulu.com

DOWNLOAD EBOOK

This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simp
Interpretable Machine Learning
Language: en
Pages: 318
Authors: Christoph Molnar
Categories: Machine learning
Type: BOOK - Published: 2022 - Publisher:

DOWNLOAD EBOOK

"Machine learning has great potential for improving products, processes and research. But computers usually do not explain their predictions which is a barrier
Interpretable Machine Learning
Language: en
Pages: 318
Authors: Christoph Molnar
Categories:
Type: BOOK - Published: 2022 - Publisher:

DOWNLOAD EBOOK

Interpretable Machine Learning with Python
Language: en
Pages: 737
Authors: Serg Masís
Categories: Computers
Type: BOOK - Published: 2021-03-26 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

A deep and detailed dive into the key aspects and challenges of machine learning interpretability, complete with the know-how on how to overcome and leverage th
Explainable and Interpretable Models in Computer Vision and Machine Learning
Language: en
Pages: 299
Authors: Hugo Jair Escalante
Categories: Computers
Type: BOOK - Published: 2018-11-29 - Publisher: Springer

DOWNLOAD EBOOK

This book compiles leading research on the development of explainable and interpretable machine learning methods in the context of computer vision and machine l