Algorithmic Bias Courses and Certifications

Electronic Frontiers Forums at DragonCon

Algorithmic Injustice and the Algorithmic Accountability Act

Explore algorithmic bias in criminal justice and everyday settings, examining the Algorithmic Accountability Act's impact on shopping and social media platforms.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Data Science Festival

Gender Bias in Machine Learning - Challenges and Solutions

Explore gender bias in AI, its impact on society, and strategies to address it in machine learning algorithms and data. Gain insights into creating fairer, more inclusive AI systems.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Data Science Festival

Data Ethics - Mitigating Bias in Algorithms

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.

• YouTube
• 58 minutes
• On-Demand
• Free Video

IEEE Signal Processing Society

Demystifying and Mitigating Unfairness for Learning over Graphs

Explore advanced techniques for understanding and addressing fairness challenges in graph-based machine learning, focusing on practical mitigation strategies and theoretical frameworks.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Racial Steering by Large Language Models - A Prospective Audit of GPT-4 on Housing Recommendations

Explore groundbreaking research on how GPT-4 language models potentially influence racial bias in housing recommendations through systematic audit analysis and findings.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Centralized Selection with Preferences in the Presence of Biases

Explore algorithmic approaches to fair selection processes while addressing inherent biases in centralized systems and preference-based decision-making frameworks.

• YouTube
• 20 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

The Silicon Ceiling - Auditing GPT's Race and Gender Biases in Hiring

Explore groundbreaking research on GPT language models' inherent race and gender biases in hiring contexts and their societal implications for AI-driven recruitment.

• YouTube
• 17 minutes
• On-Demand
• Free Video

Harvard CMSA

Predictive Disparity in Modern Machine Learning Applications - Sources and Impact

Delve into the factors driving performance disparities in modern ML systems, exploring how demographic differences impact predictive accuracy across facial recognition and generative AI applications.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Harvard CMSA

Multiaccurate Proxies for Downstream Fairness

Explore how to develop fair machine learning models when sensitive demographic data is unavailable during training, using proxy models and multiaccuracy constraints to ensure downstream fairness.

• YouTube
• 18 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

The Feedback Loop of Statistical Discrimination

Explore how statistical discrimination creates self-reinforcing cycles in algorithmic decision-making and resource allocation systems.

• YouTube
• 16 minutes
• On-Demand
• Free Video

NDC Conferences

The Elephant in your Dataset: Addressing Bias in Machine Learning

Explore the critical issue of bias in machine learning, from societal prejudices to algorithmic fairness, and learn practical techniques for creating more ethical and unbiased AI systems.

• YouTube
• 1 hour
• On-Demand
• Free Video

NPTEL-NOC IITM

Algorithmic Justice - Part II

Explore algorithmic fairness and bias mitigation in AI systems with legal perspectives from NALSAR University, focusing on justice frameworks and ethical implementation.

• YouTube
• 44 minutes
• On-Demand
• Free Video

NDC Conferences

Your AI Is Still Biased - Even After You Checked

Uncover how AI bias persists beyond deployment through retraining and real-world use, with strategies for ongoing bias detection and cross-team collaboration.

• YouTube
• 47 minutes
• On-Demand
• Free Video

Simons Institute

The Feedback Loop of Statistical Discrimination

Explore how firms' hiring decisions create feedback loops that perpetuate discrimination, examining thresholds and interventions in dynamic employment models.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Responsible AI: Principles, Practices, and Applications

10722 ratings at Udemy

Master the principles of ethical AI development, from fairness and transparency to practical implementation strategies, ensuring responsible deployment of AI technologies that benefit society while minimizing risks.

• Udemy
• 2 hours 29 minutes
• On-Demand
• Paid Course