Understand, Manage, and Prevent Algorithmic Bias by Tobias Baer
Author:Tobias Baer
Language: eng
Format: epub
ISBN: 9781484248850
Publisher: Apress
Summary
In this chapter, you explored how to quantify the risk of a specific algorithm being biased in a forward-looking manner. Key take-aways are:You should assess both the severity of losses you were to face if a bias materializes and the likelihood that the algorithm actually is biased.
Loss severity is driven by legal, reputational, and business risks.
Assessment of loss severity reflects both your knowledge of the specific business context and your risk appetite (which acts like a discount factor applied to worst-case scenarios).
Download
This site does not store any files on its server. We only index and link to content provided by other sites. Please contact the content providers to delete copyright contents if any and email us, we'll remove relevant links or contents immediately.
Algorithms of the Intelligent Web by Haralambos Marmanis;Dmitry Babenko(8304)
Azure Data and AI Architect Handbook by Olivier Mertens & Breght Van Baelen(6758)
Building Statistical Models in Python by Huy Hoang Nguyen & Paul N Adams & Stuart J Miller(6735)
Serverless Machine Learning with Amazon Redshift ML by Debu Panda & Phil Bates & Bhanu Pittampally & Sumeet Joshi(6618)
Data Wrangling on AWS by Navnit Shukla | Sankar M | Sam Palani(6404)
Driving Data Quality with Data Contracts by Andrew Jones(6345)
Machine Learning Model Serving Patterns and Best Practices by Md Johirul Islam(6110)
Learning SQL by Alan Beaulieu(5999)
Weapons of Math Destruction by Cathy O'Neil(5785)
Big Data Analysis with Python by Ivan Marin(5372)
Data Engineering with dbt by Roberto Zagni(4374)
Solidity Programming Essentials by Ritesh Modi(4022)
Time Series Analysis with Python Cookbook by Tarek A. Atwan(3883)
Pandas Cookbook by Theodore Petrou(3587)
Blockchain Basics by Daniel Drescher(3301)
Hands-On Machine Learning for Algorithmic Trading by Stefan Jansen(2911)
Feature Store for Machine Learning by Jayanth Kumar M J(2816)
Learn T-SQL Querying by Pam Lahoud & Pedro Lopes(2799)
Mastering Python for Finance by Unknown(2745)
