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#Algorithmic Bias

Showing: 85 courses
Harvard University

Race, Technology, and Algorithmic Bias - Vision and Justice

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Explore the intersection of race, technology, and algorithmic bias with experts discussing AI's limitations in recognizing dark-skinned faces and the role of arts in addressing these issues.
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8 Lesons
27 minutes
On-Demand
Free-Video
Stanford University

Unethical Algorithms of Massive Scale

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Exploring the impact of biased search algorithms on opinions and voting behavior, with insights on new tracking systems to detect online manipulations and unethical practices.
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26 Lesons
1 hour 24 minutes
On-Demand
Free-Video
Stanford University

Stanford CS109 - Fairness in Probability for Computer Scientists - Lecture 26

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Explore fairness in probability and computer science, examining ethical considerations and algorithmic bias in data-driven decision-making systems.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
CrashCourse

Artificial Intelligence by CrashCourse

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In 20 episodes, Jabril will teach you about Artificial Intelligence and Machine Learning!
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21 Lesons
4 hours 30 minutes
On-Demand
Free-Video
Santa Fe Institute

Reasons Why Social Networks Make Us Vulnerable to Misinformation

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Explore how cognitive, social, and algorithmic biases in social networks make us susceptible to misinformation, and learn about efforts to counter online opinion manipulation.
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33 Lesons
58 minutes
On-Demand
Free-Video
Santa Fe Institute

Machine Learning and Social Norms - Balancing Fairness and Accuracy

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Machine learning's impact on social decisions: Exploring fairness, privacy, and accountability in algorithmic decision-making across various domains. Discusses recent research and challenges in embedding social norms into predictive algorithms.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Santa Fe Institute

Algorithmic Bias in AI: Implications and Challenges - A Discussion with Cristopher Moore and Melanie Moses

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Explore algorithmic bias in AI, its societal impacts, and the quest for transparency in decision-making systems. Delve into facial recognition flaws and implications for algorithmic justice.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Santa Fe Institute

Transparency in Algorithms for Risk Assessment, Housing, and Pretrial Detention

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Explore the impact of algorithms on risk assessment, housing, and pretrial detention, focusing on transparency issues and their societal implications.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Santa Fe Institute

AI and Society: Oppression or Innovation?

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Experts discuss AI's impact on society, exploring its potential to amplify biases or drive innovation in health, housing, justice, and more. Insights on governing AI and building a hopeful future with emerging technologies.
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10 Lesons
1 hour 29 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Configurable Fairness for New Item Recommendation Considering Entry Time - SIGIR 2024

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Explore configurable fairness in recommender systems, focusing on new item recommendations and entry time considerations for enhanced algorithmic equity.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Fair Recommendations with Limited Sensitive Attributes - A Distributionally Robust Optimization Approach

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Explore distributionally robust optimization for fair recommendations with limited sensitive attributes in RecSys, enhancing fairness in machine learning applications.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Adaptive Fair Representation Learning for Personalized Fairness in Recommendations - Lecture 7

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Explore adaptive fair representation learning for personalized fairness in recommendations through information alignment techniques.
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1 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

CaDRec: Contextualized and Debiased Recommender Model - Fairness in RecSys

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Explore a contextualized and debiased recommender model for fair and accurate recommendations in information retrieval systems.
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1 Lesons
13 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Fair Sequential Recommendation without User Demographics - SIGIR 2024

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Explore fair sequential recommendation techniques without relying on user demographics, enhancing ethical AI practices in recommender systems.
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1 Lesons
11 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Can We Trust Recommender System Fairness Evaluation? The Role of Fairness and Relevance - Evaluation M1.5

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Explore the reliability of fairness evaluations in recommender systems, examining the interplay between fairness and relevance metrics for more trustworthy assessments.
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1 Lesons
15 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Taking Aim at Bias in AI - Workshop Sessions

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Explore strategies to identify and mitigate bias in AI systems, enhancing fairness and ethical decision-making in machine learning applications.
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1 Lesons
2 hours
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps for Fairness - Creating Comprehensive Fairness Workflows

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Explore MLOps techniques for identifying, measuring, and mitigating bias in ML systems at scale. Learn to create comprehensive fairness workflows using Python tools for industry-level challenges.
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1 Lesons
20 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

A Taxation Perspective for Fair Re-ranking - SIGIR 2024

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Explore a taxation perspective for fair re-ranking in information retrieval, examining fairness considerations and algorithmic approaches.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Counterfactual Ranking Evaluation with Flexible Click Models - Lecture 3

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Explore counterfactual ranking evaluation techniques using flexible click models for improved CTR and ad performance in search systems.
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1 Lesons
19 minutes
On-Demand
Free-Video
Microsoft

Building Fairer AI Systems with Fairlearn - AI Show

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Explore Fairlearn, an open-source toolkit for assessing and mitigating fairness issues in AI systems, focusing on potential negative impacts on different demographic groups.
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5 Lesons
27 minutes
On-Demand
Free-Video
TEDx

Comment les moteurs de recherche nous manipulent

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Découvrez comment les moteurs de recherche influencent nos choix et perceptions. Un expert en référencement révèle les mécanismes cachés et les enjeux de notre dépendance à ces outils omniprésents.
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1 Lesons
15 minutes
On-Demand
Free-Video
TEDx

La Era de la Inteligencia Artificial Responsable

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Reflexión sobre los desafíos éticos de la IA en la vida cotidiana, abordando riesgos como sesgos algorítmicos y noticias falsas, y la necesidad de un enfoque responsable en su desarrollo y aplicación.
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1 Lesons
17 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Beyond Bias Audits: Bringing Equity to the Machine Learning Pipeline

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Explorez les approches pour intégrer l'équité dans l'apprentissage automatique appliqué aux soins de santé, en abordant les biais algorithmiques et les disparités en matière de santé.
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14 Lesons
48 minutes
On-Demand
Free-Video
AAAS Annual Meeting

Race to the Future? Reimagining the Default Settings of Technology and Society

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Explores how technology can perpetuate discrimination through biased designs. Examines the "New Jim Code" and challenges us to critically assess tech promises and their societal impacts.
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1 Lesons
46 minutes
On-Demand
Free-Video
Alan Turing Institute

Privacy-Preserving, Fair, and Robust Machine Learning Models in Online Dating

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Explore privacy-preserving, fair, and robust machine learning models in online dating apps. Learn about data privacy challenges and innovative solutions for protecting personal information while ensuring effective matchmaking.
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1 Lesons
30 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Keynote on Computing and Social Justice - FAccT 2024

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Explore the intersection of technology, ethics, and society with Seeta Peña Gangadharan's thought-provoking keynote address on algorithmic fairness and accountability in the digital age.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Storytelling for a More Equitable Open Science Enterprise

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Exploring storytelling's role in open science communication, emphasizing trust-building, public engagement, and addressing ethical implications of emerging technologies for more equitable scientific practices.
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43 Lesons
1 hour 46 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Fairness in Machine Learning with Tulsee Doshi

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Explore ML fairness principles, concerns, and mitigation strategies. Learn about Google's approach to inclusive AI development and tools for evaluating and improving fairness in machine learning models.
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24 Lesons
1 hour 1 minute
On-Demand
Free-Video
The Aspen Institute

Bias in Big Data and Artificial Intelligence - Protecting Against Algorithmic Discrimination

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Explore the impact of algorithmic bias in AI and big data on marginalized communities, discussing ethical standards, regulation, and strategies for protecting against discrimination.
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26 Lesons
1 hour 5 minutes
On-Demand
Free-Video
The Aspen Institute

Fintech - Great Enabler or Great Divider?

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Explore fintech's impact on financial inclusion, examining innovations, risks, and strategies to bridge the digital divide and empower the unbanked in an increasingly digital economy.
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12 Lesons
26 minutes
On-Demand
Free-Video
The Aspen Institute

Fintech - Great Enabler or Great Divider?

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Explore fintech's impact on financial inclusion, examining innovations, risks, and strategies to bridge the digital divide and empower the unbanked in an increasingly digital economy.
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12 Lesons
26 minutes
On-Demand
Free-Video
Labroots

Designing Machine Learning Processes for Equitable Health Systems

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Explore machine learning processes for equitable health systems with MIT professor Dr. Marzyeh Ghassemi. Learn about innovative approaches to improve healthcare through AI and data science.
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1 Lesons
1 hour
On-Demand
Free-Video
Forensic 365

Artificial Intelligence in Forensic Sciences - Boon or Curse

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Exploring AI's impact on forensic sciences: opportunities, challenges, and ethical considerations. Discusses potential benefits, risks, and the need for responsible development and implementation.
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1 Lesons
38 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Algorithmic Bias in Human Resources: Responsible AI and Business Strategy

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Explore algorithmic bias in HR, responsible AI, and business strategy. Unpack root causes, identify symptoms, and develop strategies for responsible HR algorithms and AI projects.
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1 Lesons
1 hour 28 minutes
On-Demand
Free-Video
Alexander Amini

Trustworthy Deep Learning

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Explore robust and trustworthy deep learning, covering algorithmic bias, uncertainty estimation, and innovative approaches to create risk-aware AI systems for more reliable and ethical machine learning applications.
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18 Lesons
54 minutes
On-Demand
Free-Video
IEEE

Doing Good by Fighting Fraud - Ethical Anti-Fraud Systems for Mobile Payments

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Explore ethical anti-fraud systems for mobile payments, addressing algorithmic bias and user challenges while examining key metrics and design principles for effective fraud detection.
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19 Lesons
15 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

AI Explainability 360 - First Half of the Tutorial

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Explore AI Explainability 360 toolkit: understand machine learning models, enhance transparency, and gain insights into AI decision-making processes for more responsible and ethical AI applications.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
USENIX Enigma Conference

What Public Interest AI Auditors Can Learn from Security Testing - Legislative and Practical Wins

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Exploring legal and practical strategies for AI auditors to overcome barriers in testing algorithmic bias, drawing lessons from security testing practices and advocating for policy changes.
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1 Lesons
20 minutes
On-Demand
Free-Video
Alan Turing Institute

Counterfactual Fairness

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Explore causal inference tools for modeling fairness in machine learning, addressing bias and ensuring equitable decisions across demographic groups.
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19 Lesons
46 minutes
On-Demand
Free-Video
The Aspen Institute

Machines and Morality - Ethical Implications of AI in Society

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Explore ethical implications of AI, examining biases in algorithms, potential harmful outcomes, and the importance of instilling proper values in machine learning systems.
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23 Lesons
1 hour 21 minutes
On-Demand
Free-Video
The Aspen Institute

Emotions and Technology - The Impact of AI on Human Interaction and Mental Health

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Explore the intersection of emotions and technology, including AI emotion recognition, mental health applications, and the impact of digital communication on social connections.
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29 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Alan Turing Institute

Fairness in Commercial Face Recognition Algorithms - Session 3

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Explore fairness issues in commercial facial recognition systems, examining biases and ethical implications for diverse populations.
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1 Lesons
22 minutes
On-Demand
Free-Video
Web Summit

AI and Algorithmic Decision Making: Human Intuition vs Machine Capabilities

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Explore AI's role in decision-making with Ray Dalio and Garry Kasparov, discussing its potential and limitations compared to human intuition in various domains.
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1 Lesons
30 minutes
On-Demand
Free-Video
Web Summit

Is Technology Killing Democracy? - Examining the Impact of Tech on Democratic Processes

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Explore the impact of technology on democracy with experts from CrowdStrike, European Commission, and The Wall Street Journal in this thought-provoking panel discussion.
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1 Lesons
21 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Algorithmic Governance and Digital Platforms - Keynote

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Explore the intersection of technology, society, and ethics with renowned computer scientist Virgilio Almeida in this thought-provoking keynote address at FAccT '24.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
The Aspen Institute

Data, Democracy, and Decisions - AI's Impact on Elections

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Experts discuss AI's potential impacts on democracy, exploring challenges and opportunities for maintaining election integrity in the digital age. Panel covers key issues at the intersection of technology and governance.
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1 Lesons
50 minutes
On-Demand
Free-Video
Linux Foundation

AI Regulations - A Healthy Tension with Innovation or Stifling Bureaucracy?

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Explore the balance between AI regulation and innovation, examining impacts on open source development, ethical concerns, and strategies for navigating regulatory landscapes while fostering technological advancement.
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1 Lesons
39 minutes
On-Demand
Free-Video
TEDx

Heartificial Intelligence - Harmonising Humanity with Ethical AI

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Explore ethical AI development's potential to enhance human empathy and cooperation. Learn about Heartificial Intelligence and its role in educating people to ask the right questions about responsible AI implementation.
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1 Lesons
17 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

The Measure and Mismeasure of AI

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Explore AI measurement challenges and their societal impacts with Stanford's Sanmi Koyejo, delving into evaluation methods, biases, and ethical considerations in AI systems.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
Alan Turing Institute

In How Many Ways Can an Algorithm be Fair?

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Exploring measures of algorithmic fairness, their implications for technology policy, and challenges in implementation to hold predictive algorithms accountable.
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11 Lesons
38 minutes
On-Demand
Free-Video
Alan Turing Institute

The Turing Lectures - Mitigating Algorithmic Bias in AI Systems

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Explore a sociotechnical approach to mitigating algorithmic bias in AI systems, featuring Dr. Nicol Turner Lee's research on an "energy star ratings" system for fair and ethical AI development.
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1 Lesons
38 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Hands on Data and Algorithmic Bias in Recommender Systems

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Explore data and algorithmic bias in recommender systems through real-world examples, practical use cases, and mitigation techniques. Gain hands-on experience with Jupyter notebooks using data from actual platforms.
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1 Lesons
2 hours 37 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Parole Denied - One Man's Fight Against a COMPAS Risk Assessment

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Exploring the impact of COMPAS risk assessment in prisons, focusing on Question 19's influence on parole decisions and the challenges faced by inmates in addressing algorithmic bias.
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1 Lesons
53 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Black Feminist Musings on Algorithmic Oppression

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Explore the intersection of Black feminism and algorithmic bias, examining how technology perpetuates systemic oppression and discussing potential solutions for a more equitable digital future.
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1 Lesons
19 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Discrimination in Online Personalization - A Multidisciplinary Inquiry

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Explores multidisciplinary approaches to identifying and addressing discrimination in online personalization systems, examining legal, technical, and ethical perspectives on algorithmic fairness.
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1 Lesons
23 minutes
On-Demand
Free-Video
Singularity University

The Ethics of Exponential Technologies

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Exploring ethical challenges of emerging technologies, balancing innovation with responsible execution, and ensuring equitable access to advancements for societal benefit.
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26 Lesons
32 minutes
On-Demand
Free-Video
media.ccc.de

The Social Credit System

0 rewiews
Analyse des systèmes de crédit social chinois, leurs implémentations et impacts potentiels sur la société et l'économie, à travers une modélisation par agents et une perspective technique nuancée.
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15 Lesons
1 hour 1 minute
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Gender Shades - Intersectional Accuracy Disparities in Commercial Gender Classification

0 rewiews
Explore intersectional accuracy disparities in commercial gender classification systems, examining biases and implications for AI fairness and ethics in facial recognition technology.
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27 Lesons
23 minutes
On-Demand
Free-Video
World Economic Forum

Hidden in the Algorithm

0 rewiews
Explore the risks of algorithmic bias in digital decision-making and strategies for mitigating discrimination in AI-driven systems across various sectors.
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15 Lesons
59 minutes
On-Demand
Free-Video
RSA Conference

AI and Machine Learning - Managing the Risks of Major Lawsuits

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Explore legal risks and mitigation strategies for AI and machine learning applications, covering liability issues, algorithmic biases, and emerging challenges in autonomous systems and healthcare.
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28 Lesons
51 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Resisting the New Jim Code in the Old South - Lessons from the Field

0 rewiews
Explore strategies to combat algorithmic bias and digital discrimination in the Southern US, drawing insights from real-world experiences and community-driven initiatives.
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1 Lesons
1 hour 39 minutes
On-Demand
Free-Video
GOTO Conferences

Addressing Algorithmic Bias

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Explore strategies to address, avoid, and mitigate AI algorithmic bias in critical decision-making processes. Learn about fair algorithms, trade-offs in bias protection, and techniques for auditing and combating bias in AI systems.
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17 Lesons
43 minutes
On-Demand
Free-Video
PASS Data Community Summit

Real World Implications of Bias in Coding & Machine Learning

0 rewiews
Explore how unconscious bias affects coding and machine learning, learn to identify and mitigate it, and discover inclusive design practices for creating more equitable and effective applications.
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21 Lesons
45 minutes
On-Demand
Free-Video
EuroPython Conference

Dodging AI Dystopia - You Can't Save the World Alone

0 rewiews
Explore strategies to prevent AI dystopia in EU systems. Learn about legal and ethical frameworks to guide responsible AI development and implementation in critical sectors.
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1 Lesons
1 hour
On-Demand
Free-Video
TED

We're Building a Dystopia Just to Make People Click on Ads

0 rewiews
Technosociologist explores how AI algorithms used for ads also shape access to political and social information, discussing potential misuse of AI and ways to respond.
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1 Lesons
23 minutes
On-Demand
Free-Video
Data Science Conference

Ethical Considerations in Predictive Analytics - Data Privacy, Bias Mitigation, and Accountability

0 rewiews
Explore essential ethical dimensions of predictive analytics, focusing on data privacy protection, bias elimination strategies, and building transparent accountability frameworks.
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1 Lesons
28 minutes
On-Demand
Free-Video
ANITI Toulouse

Trust and Loyalty of AI-Based Decisions

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Explore the critical aspects of trust and loyalty in AI decision-making processes, examining their implications and challenges.
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1 Lesons
26 minutes
On-Demand
Free-Video
OpenUK

A Rapidly Evolving Multidisciplinary Landscape - Recent Developments in AI Regulation

0 rewiews
Explore recent developments in AI regulation and their impact on the rapidly evolving multidisciplinary landscape of artificial intelligence.
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1 Lesons
26 minutes
On-Demand
Free-Video
Alexander Amini

Deep Learning New Frontiers

0 rewiews
Explore deep learning limitations and new frontiers, including expressivity, generalization, failure modes, uncertainty, adversarial attacks, and emerging areas like graph learning and AutoML.
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15 Lesons
51 minutes
On-Demand
Free-Video
OpenUK

Bringing Light to Risks Lurking in the Black Boxes of AI Models

0 rewiews
Explore hidden risks in AI models and learn strategies to illuminate potential dangers lurking within these complex systems.
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1 Lesons
54 minutes
On-Demand
Free-Video
Data Science Festival

Data Ethics - Mitigating Bias in Algorithms

0 rewiews
Explore strategies for mitigating bias in AI algorithms, addressing a critical challenge faced by tech companies to build consumer trust and ensure ethical AI development.
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1 Lesons
58 minutes
On-Demand
Free-Video
OpenSource Connections

Can Search Results be Fair? - Haystack On Tour Austin

0 rewiews
Explore fairness in search results with NIST Scientist Emeritus Ellen Voorhees, discussing challenges and potential solutions in information retrieval systems.
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1 Lesons
33 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Navigating the Tradeoff Between Privacy and Fairness in Machine Learning

0 rewiews
Explore the intersection of privacy and fairness in ML, addressing challenges and research-based solutions for regulated industries.
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1 Lesons
33 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Leadership of Responsible AI - The Case for Inclusive Tech

0 rewiews
Explore leadership in responsible AI, focusing on inclusive tech. Learn about algorithmic bias, its societal impacts, and strategies for ethical AI implementation in the digital age.
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1 Lesons
35 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Fairness in Algorithmic Decision Making for Financial Services

0 rewiews
Explore fairness in AI algorithms for financial services, addressing bias detection and mitigation to ensure ethical decision-making.
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1 Lesons
30 minutes
On-Demand
Free-Video
Drupal Association

Ethical Implications of Artificial Intelligence

0 rewiews
Explore the ethical considerations surrounding AI, examining its societal impact and potential consequences for human decision-making and autonomy.
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1 Lesons
51 minutes
On-Demand
Free-Video
Stanford Otolaryngology — Head & Neck Surgery

Ethical Considerations of AI in Healthcare

0 rewiews
Explore ethical implications of AI in healthcare, examining potential benefits and challenges for patient care, privacy, and medical decision-making.
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1 Lesons
39 minutes
On-Demand
Free-Video
The Aspen Institute

Why This is the Moment for Public AI

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Explore the urgent need for public AI alternatives and their potential impact on society in this thought-provoking keynote by Lawrence Lessig at the Library of Congress.
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1 Lesons
31 minutes
On-Demand
Free-Video
Alan Turing Institute

Regulating Artificial Intelligence - Challenges and Frameworks

0 rewiews
Explore the implications of EU AI regulations and their impact on technology development with experts from the Alan Turing Institute.
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1 Lesons
54 minutes
On-Demand
Free-Video
Electronic Frontiers Forums at DragonCon

Algorithmic Injustice and the Algorithmic Accountability Act

0 rewiews
Explore algorithmic bias in criminal justice and everyday settings, examining the Algorithmic Accountability Act's impact on shopping and social media platforms.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Arm Software Developers

How Developers Are Hacking AI to Shape the Future of Humanity

0 rewiews
Explore AI's evolution, biases, and governance with Dr Rumman Chowdhury. Gain insights on building accountable AI, algorithmic audits, and the role of developers in shaping ethical AI systems for the future.
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23 Lesons
1 hour 1 minute
On-Demand
Free-Video
MITCBMM

Open Problems in the Theory of Deep Learning - Panel Discussion

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Explore cutting-edge perspectives on deep learning theory with leading experts, addressing unresolved questions and future research directions in this dynamic field.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
All Things Open

Examining Gender Bias in Large Language Models - Is AI Sexist?

0 rewiews
Explore gender bias in Large Language Models and discover practical steps to address AI bias, from understanding personal prejudices to becoming a more critical consumer of AI technology.
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1 Lesons
20 minutes
On-Demand
Free-Video
Asia Open RAN Academy

AI Ethics and Governance - Principles, Frameworks, and Implementation

0 rewiews
Explore essential principles of AI ethics, from transparency and fairness to privacy, while learning practical governance frameworks for responsible AI development and implementation.
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1 Lesons
53 minutes
On-Demand
Free-Video
All Things Open

Is AI Sexist? Examining Gender Bias in Large Language Models

0 rewiews
Explore how gender bias manifests in AI systems, particularly in Large Language Models, and learn practical steps to identify, understand, and address these biases in technology development.
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1 Lesons
20 minutes
On-Demand
Free-Video