Is AI sexist

•

1 like•106 views

Usage of Machine (& Deep) Learning models to predict outcomes and decisions is becoming more pervasive in our society. At the same time the number of documented cases of biased predictions is also growing. Laurence explores why all models are inherently biased and the actions that can be taken to minimize bias in models.

Technology

Is AI sexist?
Laurence Schuurman
Young ICT Lady of the Year

2© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 2© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018
Quick refresh of Machine Learning
Source: https://machinelearningmastery.com/introduction-machine-learning-scikit-learn/

3© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 3© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018
Correlation does not imply causation
Source: https://www.linkedin.com/pulse/ai-deep-learning-explained-simply-fabio-ciucci/

4© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 4© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018
Unconscious bias

5© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 5© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018
Unconscious bias

6© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 6© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018
Stirred results
Source: https://xkcd.com/1838/

7© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 7© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018
Stirred results
Outdoor activities tend to be
associated with men
The word spoon tend to be
associated with women
Outdoor activities including the
same ratio of males or females
Kitchen settings including the same
ratio of males or females

8© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 8© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018
What’s next?
• https://www.joonko.co/ or similar companies for a diversity & inclusion
strategy
• Enhance and encourage diverse teams around you
• AI based tools like https://www.untapt.com/ or https://www.headstart.io/ for a
more diverse recruitment
• Know yourself and your own biases, then take it into account
• Challenge the unconsicous bias in the data

Recently uploaded

08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls

FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh

Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun

Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...HostedbyConfluent

[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745

GenCyber Cyber Security Day PresentationMichael W. Hawkins

Salesforce Community Group Quito, Salesforce 101Paola De la Torre

Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes

The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los

Google AI Hackathon: LLM based Evaluator for RAGSujit Pal

Scaling API-first – The story of a global engineering organizationRadu Cotescu

A Domino Admins Adventures (Engage 2024)Gabriella Davis

Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko

Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC

The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge

How to convert PDF to text with Nanonetsnaman860154

Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo

How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes

Understanding the Laravel MVC ArchitecturePixlogix Infotech

#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada

Recently uploaded (20)

08448380779 Call Girls In Friends Colony Women Seeking Men

FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi

Data Cloud, More than a CDP by Matt Robison

Transforming Data Streams with Kafka Connect: An Introduction to Single Messa...

[2024]Digital Global Overview Report 2024 Meltwater.pdf

GenCyber Cyber Security Day Presentation

Salesforce Community Group Quito, Salesforce 101

Enhancing Worker Digital Experience: A Hands-on Workshop for Partners

The 7 Things I Know About Cyber Security After 25 Years | April 2024

Google AI Hackathon: LLM based Evaluator for RAG

Scaling API-first – The story of a global engineering organization

A Domino Admins Adventures (Engage 2024)

Handwritten Text Recognition for manuscripts and early printed texts

Breaking the Kubernetes Kill Chain: Host Path Mount

The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf

How to convert PDF to text with Nanonets

Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...

How to Troubleshoot Apps for the Modern Connected Worker

Understanding the Laravel MVC Architecture

#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024

Is AI sexist

1. Is AI sexist? Laurence Schuurman Young ICT Lady of the Year

2. 2© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 2© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 Quick refresh of Machine Learning Source: https://machinelearningmastery.com/introduction-machine-learning-scikit-learn/

3. 3© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 3© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 Correlation does not imply causation Source: https://www.linkedin.com/pulse/ai-deep-learning-explained-simply-fabio-ciucci/

7. 7© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 7© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 Stirred results Outdoor activities tend to be associated with men The word spoon tend to be associated with women Outdoor activities including the same ratio of males or females Kitchen settings including the same ratio of males or females

8. 8© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 8© Capgemini 2018. All rights reserved |Is AI sexist? | Laurence Schuurman | CWIN18 Brussels – September 27th, 2018 What’s next? • https://www.joonko.co/ or similar companies for a diversity & inclusion strategy • Enhance and encourage diverse teams around you • AI based tools like https://www.untapt.com/ or https://www.headstart.io/ for a more diverse recruitment • Know yourself and your own biases, then take it into account • Challenge the unconsicous bias in the data

Is AI sexist

Recommended

Recommended

More Related Content

More from Capgemini

More from Capgemini (20)

Recently uploaded

Recently uploaded (20)

Is AI sexist