Algorithmic Decision-Making Courses and Certifications

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
• Self-Paced
• 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
• Self-Paced
• Free Video

Human Judgment in the Age of AI & Algorithms

Explore how to combine algorithmic predictions with human judgment by recognizing bias, automation errors, and when contextual reasoning should override AI recommendations.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Human Judgment in the Age of AI & Algorithms

5 ratings at Udemy

Explore how to evaluate AI outputs and make responsible decisions using human judgment

• Udemy
• 1 hour
• Self-Paced
• Paid Course

The Royal Institution

Why Does Human Intelligence Beat AI? - With Gerd Gigerenzer

Explore why human common sense and risk literacy can outperform AI in uncertain situations—and how algorithmic certainty fuels flawed decisions and surveillance.

• YouTube
• 58 minutes
• Self-Paced
• 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
• Self-Paced
• Free Video

Advanced AI Training for Dentists & Dental Students

A framework-led course for dentists and dental students to verify AI outputs, assess treatment proposals, and support safer AI-assisted dental decision-making.

• OpenLearning
• Self-Paced
• Paid Course

Fred Hutchinson Cancer Center

Practical Steps for Building Fair AI Algorithms

Learn ten practical principles for building fair algorithms: choosing training data, features and predicted outcomes, documenting datasets, and assessing bias in criminal justice, healthcare and ChatGPT.

• Coursera
• 4 weeks, 1 hour a week
• Self-Paced
• Paid Course

Managing AI Insights and Decision-Making

Turn AI outputs into actionable insights, build stakeholder trust through transparency, address black-box explainability, and align AI strategy and use cases with enterprise goals.

• Coursera
• 4 weeks, 1 hour a week
• Self-Paced
• Paid Course

Toronto Machine Learning Series (TMLS)

Fairness in Algorithmic Decision Making for Financial Services

Explore fairness in AI algorithms for financial services, addressing bias detection and mitigation to ensure ethical decision-making.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Google TechTalks

AI Snake Oil: Understanding the Limitations and Potential of Predictive and Generative AI

Delve into a critical analysis of AI's dual nature - examining the ethical concerns of predictive algorithms while exploring the transformative potential of generative AI for knowledge work and society.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

AI in Law and Justice in USA

Explore how artificial intelligence transforms legal systems, court decisions, and justice delivery mechanisms in the United States through expert analysis.

• YouTube
• 48 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to AI Ethics - Lecture 12

Explore fundamental AI ethics concepts, from privacy and algorithmic bias to responsibility and safety, gaining practical insights into ethical decision-making in modern artificial intelligence applications.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Confreaks

The Cybersecurity Goldilocks Problem - Finding Just-Right Algorithms to Set Smarter Thresholds

Discover algorithmic approaches to solve cybersecurity's "Goldilocks problem" - setting optimal security thresholds for SaaS applications using data-driven methods and Python automation.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

media.ccc.de

Besser natürlich dumm als künstlich intelligent - Über Generative KI und ihre Grenzen

Entdecke die Grenzen und Gefahren generativer KI: von halluzinierten Informationen bis zu militärischen Anwendungen. Erfahre, warum KI weder intelligent noch kreativ ist und welche Rolle sie in Zukunft spielen könnte.

• YouTube
• 53 minutes
• Self-Paced
• Free Video