Algorithmic Decision-Making Courses and Certifications

Kathleen Creel- Arbitrariness, Fairness, and Opportunity in Algorithmic Decision-Making Systems

Explore the ethical implications of algorithmic decision-making, focusing on arbitrariness at scale, its moral and legal issues, and potential technical solutions to mitigate harm.

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

Simons Institute

Algorithmic Decision Making and the Cost of Fairness

Explore algorithmic decision-making in pre-trial settings, examining bias identification, fairness concerns, and the trade-offs between accuracy and equity in automated systems.

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

Toronto Machine Learning Series (TMLS)

Algorithmic Decision Making - Exploring Practical Approaches to Liability, Fairness, and Explainability

Explore practical approaches to liability, fairness, and explainability in algorithmic decision-making with industry experts.

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

NPTEL-NOC IITM

Algorithmic AI Decision Making - Bias and Discrimination in Criminal Justice Systems

Explore how AI algorithms impact criminal justice decisions, examining bias and discrimination in bail, parole, and other critical legal determinations.

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

Alan Turing Institute

Be Prepared to Show Your Working! - Professor Sir David Spiegelhalter

Explore algorithmic decision-making transparency, validation, and explainability with Professor Spiegelhalter. Learn about the importance of demonstrating trustworthiness and intelligent transparency in automated advice systems.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

media.ccc.de

Discriminatory Effects of Welfare Automation Systems - A Global Analysis

Explore how algorithmic welfare systems in various countries reinforce discrimination through automated decision-making, surveillance, and biased data, highlighting real-world cases and human rights implications.

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

Association for Computing Machinery (ACM)

Fairness, Equality, and Power in Algorithmic Decision-Making

Explore the ethical implications of algorithmic decision-making, focusing on fairness, equality, and power dynamics in AI systems and their societal impact.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

The Algorithmic Leviathan - Arbitrariness, Unfairness, and Opportunity in Algorithmic Decision Making

Explore the ethical implications of algorithmic decision-making systems, focusing on arbitrariness, unfairness, and potential solutions in automated processes across various domains.

• YouTube
• 19 minutes
• On-Demand
• Conference Talk

London School of Economics and Political Science

Data: Law, Policy and Regulation

Explore the evolving legal landscape shaping data laws and policies, from traditional regulatory models to AI-driven decision-making and algorithmic governance challenges.

• GetSmarter
• 6 weeks, 9 hours a week
• 1st Apr, 2026
• Paid Course

Making AI Work: Machine Intelligence for Business and Society

Explore human-centered AI implementation strategies to deploy machine learning responsibly while fostering inclusive prosperity and mitigating algorithmic bias.

• GetSmarter
• 6 weeks, 7 hours a week
• 11th Mar, 2026
• Paid Course

Web Summit

AI and Algorithmic Decision Making: Human Intuition vs Machine Capabilities

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.

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

TED

How to Build a Company Where the Best Ideas Win

Ray Dalio shares insights on creating an idea meritocracy through radical transparency and algorithmic decision-making, fostering open communication and data-driven group decisions for business success.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk

Alan Turing Institute

Transparency in Algorithmic Decision-Making - Karen Yeung, Birmingham Law School

Exploring transparency in algorithmic decision-making, focusing on legal, ethical, and social implications of AI and automated systems in light of GDPR implementation and its impact on data protection.

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

Association for Computing Machinery (ACM)

Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making

Exploring challenges and design opportunities for fairness and accountability in algorithmic public sector decision-making, with insights from machine learning practitioners across OECD countries.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Reviewable Automated Decision-Making - A Framework for Accountable Algorithmic Systems

Explore a framework for accountable algorithmic systems, focusing on reviewable automated decision-making to enhance transparency and fairness in AI-driven processes.

• YouTube
• 19 minutes
• On-Demand
• Conference Talk