Data Bias Courses and Certifications

Yannic Kilcher

Is the Problem in the Data? Examples on Fairness, Diversity, and Bias

Exploring AI bias through interactive examples on fairness, diversity, and hidden biases. Examines whether bias issues stem from data or other factors in machine learning models.

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

NPTEL-NOC IITM

Dynamic Panel Data Model: Partial Adjustment and Nickell Bias - Part III

Explore dynamic panel data models, partial adjustment techniques, and Nickell bias. Gain insights into advanced econometric concepts for analyzing time-series cross-sectional data.

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

Inclusive Tech: Breaking Bias in Tech

125 ratings at LinkedIn Learning

Learn how to remove biases from products and build inclusive technology

• LinkedIn Learning
• 40 minutes
• On-Demand
• Free Trial Available

Association for Computing Machinery (ACM)

Bias Evaluation on Data and Algorithms for Affect Recognition in Faces

Explore bias in facial affect recognition algorithms, examining data and methods to identify and mitigate demographic disparities in emotion detection accuracy.

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

Association for Computing Machinery (ACM)

Spoken Corpora Data, Automatic Speech Recognition, and Bias Against African American Language - The Case of Habitual 'Be'

Explore bias in automatic speech recognition systems against African American Language, focusing on the habitual 'be' usage and its implications for spoken corpora data analysis.

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

The Aspen Institute

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

Explore the impact of algorithmic bias in AI and big data on marginalized communities, discussing ethical standards, regulation, and strategies for protecting against discrimination.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Alan Turing Institute

Dealing with Privacy, Bias and Drift in Synthetic Primary Care Data

Explore synthetic healthcare data generation, addressing privacy concerns, bias detection, and concept drift in evolving medical datasets for improved research and policy-making.

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

Association for Computing Machinery (ACM)

Leveraging Administrative Data for Bias Audits - Assessing Disparate Coverage with Mobility Data for COVID-19 Policy

Explore how administrative data can be used to audit bias in mobility data for COVID-19 policies, addressing disparate coverage and its implications for decision-making.

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

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

Center for Language & Speech Processing(CLSP), JHU

Inequal by Design? How to Think Together About Gender Bias in Data

Explore gender bias in data design and its implications for equality, examining strategies to address and mitigate these biases in collaborative research and development.

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

NPTEL-NOC IITM

Dynamic Panel Data Model: Post-Estimation and Sample Bias - Part 11

Explore post-estimation techniques for Dynamic Panel Data models, including overidentification and sample bias analysis.

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

Data Science Conference

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

Explore essential ethical dimensions of predictive analytics, focusing on data privacy protection, bias elimination strategies, and building transparent accountability frameworks.

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

Data Science Conference

Bias, Explainability, and Accountability - The Data Scientist's Burden

Explore the ethical responsibilities of data scientists in building trustworthy AI systems, covering bias detection, model explainability, and accountability frameworks for responsible decision-making.

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

Navigating AI Through an Intersectional DEI Lens

29 ratings at LinkedIn Learning

Explore the complex, ever-evolving landscape of AI with an intersectional DEI lens.

• LinkedIn Learning
• 42 minutes
• On-Demand
• Free Trial Available

Salesforce

Get Started with Artificial Intelligence

Learn how artificial intelligence works and how to use it effectively and responsibly.

• Trailhead
• 3 hours 35 minutes
• On-Demand
• Free Online Course