Explainable and Interpretable Models in Computer Vision and Machine Learning free ebook download.

Home : Book details

Explainable and Interpretable Models in Computer Vision and Machine Learning free ebook download

Category:
Algorithms

Views: 99
Likes: 174

Catalogue

Author(s):	Hugo Jair Escalante

Date:	2018	Format:	PDF(Repost),EPUB	Language:	English	ISBN/ASIN:	3319981307
Pages:	1	OCR:		Quality:		ISBN13:
Uploader:	topron	Upload Date:	1/15/2020 7:41:26 PM

To download click on link in the Links Table below

Description: Click to see full description

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 results, they are limited in their explainability and interpretability: what is the rationale behind the decision made? what in the model structure explains its functioning? Hence, while good performance is a critical required characteristic for learning machines, explainability and interpretability capabilities are needed to take learning machines to the next step to include them in decision support systems involving human supervision.

This book, written by leading international researchers, addresses key topics of explainability and interpretability, including the following:

Evaluation and Generalization in Interpretable Machine Learning

Explanation Methods in Deep Learning

Learning Functional Causal Models with Generative Neural Networks

Learning Interpreatable Rules for Multi-Label Classification

Structuring Neural Networks for More Explainable Predictions

Generating Post Hoc Rationales of Deep Visual Classification Decisions

Ensembling Visual Explanations

Explainable Deep Driving by Visualizing Causal Attention

Interdisciplinary Perspective on Algorithmic Job Candidate Search

Multimodal Personality Trait Analysis for Explainable Modeling of Job Interview Decisions

Inherent Explainability Pattern Theory-based Video Event Interpretations
i will be very grateful when you support me and buy Or Renew Your Premium from my 
i appreciate your support Too much as it will help me to post more and more

Links Table

	Title	Link	Password	Size (MB)	Thank to	Inform Admin
2675982	Book	http://k2s.cc/file/94dc04f74a5f3...		8.99	topron
2675983	Book	http://k2s.cc/file/cad61338e7e32...		37.94	topron

Tags: Computer Explainable Interpretable Learning Machine Models Vision

Title	Link	Password	Size	Reason

Those who downloaded this book also downloaded the following books:

Comments

New comment: