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Interpretable Machine Learning
Language: un
Pages: 314
Authors: Christoph Molnar
Categories:
Type: BOOK - Published: 2019 - Publisher: Lulu.com

Books about Interpretable Machine Learning
Interpretable Machine Learning with Python
Language: un
Pages: 736
Authors: Serg Masís
Categories: Computers
Type: BOOK - Published: 2021-03-26 - Publisher: Packt Publishing Ltd

This hands-on book will help you make your machine learning models fairer, safer, and more reliable and in turn improve business outcomes. Every chapter introduces a new mission where you learn how to apply interpretation methods to realistic use cases with methods that work for any model type as well
Interpretable Machine Learning Methods for Regulatory and Disease Genomics
Language: un
Pages:
Authors: Peyton Greis Greenside
Categories: Computers
Type: BOOK - Published: 2018 - Publisher:

It is an incredible feat of nature that the same genome contains the code to every cell in each living organism. From this same genome, each unique cell type gains a different program of gene expression that enables the development and function of an organism throughout its lifespan. The non-coding
Explainable and Interpretable Models in Computer Vision and Machine Learning
Language: un
Pages: 299
Authors: Hugo Jair Escalante, Sergio Escalera, Isabelle Guyon, Xavier Baró, Yağmur Güçlütürk, Umut Güçlü, Marcel van Gerven
Categories: Computers
Type: BOOK - Published: 2018-11-29 - Publisher: Springer

This book compiles leading research on the development of explainable and interpretable machine learning methods in the context of computer vision and machine learning. Research progress in computer vision and pattern recognition has led to a variety of modeling techniques with almost human-like performance. Although these models have obtained astounding
Interpretable Machine Learning for Scientific Discovery in Regulatory Genomics
Language: un
Pages:
Authors: Avanti Shrikumar
Categories: Computers
Type: BOOK - Published: 2020 - Publisher:

All cells in our body have approximately the same DNA sequence, yet different cell-types have distinct behavior due to differential expression of genes. This cell-type specific control of gene expression is governed by regulatory proteins that bind to DNA. Over 90% of disease-associated mutations do not disrupt the DNA sequences