O’Reilly – Meet the Expert Aileen Nielsen on Fairness in Ai

O’Reilly – Meet the Expert Aileen Nielsen on Fairness in Ai-iLLiTERATE
English | Size: 1.56 GB
Category: Tutorial

Unfairness often-and unintentionally-occurs in data-driven machine learning models. While practitioners recognize this problem, organizations and individual practitioners alike lack formal training or guidelines to identify and remove unfairness.

Join us for this edition of Meet the Expert with Aileen Nielsen to learn how to recognize and cope with unfairness in AI. You’ll explore opportunities to assess fairness at all stages of the machine learning pipeline and dive into state-of-the-art algorithmic approaches that will help you enhance fairness in your machine learning products.

O’Reilly Meet the Expert explores emerging business and technology topics and ideas through a series of one-hour interactive events. You’ll engage in a live conversation with experts, sharing your question

What you’ll learn-and how you can apply it
By the end of this live show, you’ll better understand:

What fairness and unfairness in AI look like
How unfairness comes about
How you can address unfairness in AI
This Discussion is for you because…
You want to enhance fairness in your machine learning products.
You want to learn about the fundamental shifts that are transforming the business landscape and customer needs.
Prerequisites

Come with your questions for Aileen Nielsen
Have a pen and paper handy to capture notes, insights, and inspiration
Recommended follow-up:

Read Practical Fairness (book)
Watch How to Be Fair: A Tutorial for Beginners (video, 51m)
Read Practical Time Series Analysis (book)

Author: Carlos Martinez, PhD
Duration: 2h 59m
Exer/Code:

Installation:
Unpack that shit, run that shit

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