Data Bias Courses and Certifications

Career Certificate

Google Data-Driven Decision Making

119 ratings at Coursera

Learn to ask effective questions, analyze data with spreadsheets and generative AI tools, handle bias and data integrity, visualize results, and present findings to stakeholders.

• Coursera
• 4 weeks, 5 hours a week
• Self-Paced
• Paid Course
• 9 courses

AI Workflow: Feature Engineering and Bias Detection

86 ratings at Coursera

Apply feature engineering best practices: handle class imbalance, detect model bias with AI Fairness 360, reduce dimensions, flag outliers, and explore text through topic modeling.

• Coursera
• 2 weeks, 6 hours a week
• Self-Paced
• Paid Course

Coursera

Interpretable machine learning applications: Part 5

43 ratings at Coursera

Use the Aequitas Tool to measure and detect bias in a prediction model's outcomes, working with the COMPAS recidivism dataset and statistical fairness descriptors.

• Coursera
• 1 hour 38 minutes
• Self-Paced
• Paid Course

Introduction to Data Analysis for Government

1151 ratings at Udemy

Get started on your journey to become a government data analysis rockstar.

• Udemy
• 1 hour 12 minutes
• Self-Paced
• Free Online Course

Genentech

Data Science with Real World Data in Pharma

15 ratings at Coursera

Learn to generate real-world evidence for drug development: weigh real-world data sources, identify bias, design observational studies, and run one on synthetic data.

• Coursera
• 5 weeks, 2 hours a week
• Self-Paced
• Paid Course

Coursera

Ensure Ethical AI & Debiasing

Apply fairness metrics to HR selection models, evaluate bias mitigation techniques and SMOTE re-sampling, and communicate accuracy-fairness trade-offs to stakeholders.

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

Analytics the Right Way

Learn to make data-informed business decisions by evaluating uncertainty and causality, validating hypotheses, measuring KPIs, and enabling operations with structured frameworks.

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

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

Salesforce

Learn Data for AI

Explore best practices for making data-driven decisions with AI.

• Trailhead
• 1 hour 40 minutes
• Self-Paced
• Free Online Course

Amazon Web Services;  Amazon

AWS ML Engineer Associate 1.3 Validate Data and Prepare for Modeling

Prepare machine learning data by validating quality, mitigating bias, securing datasets, and configuring data for model training.

• AWS Skill Builder
• 45 minutes
• Self-Paced
• Paid Course

Amazon Web Services;  Amazon

AWS ML Engineer Associate 1.3 Validate Data and Prepare for Modeling (简体中文)

聚焦机器学习数据验证与建模前准备，涵盖类别不平衡、偏差缓解、数据安全及使用 AWS 服务配置训练数据。

• AWS Skill Builder
• 45 minutes
• Self-Paced
• Paid Course

Lessons From Evaluating and Debugging Healthcare AI in Deployment

See how real-time healthcare AI trials expose failures in training data and model behavior, and how Shapley-based audits and interventions can improve fairness.

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

Alexander Amini;  MIT

Taming Dataset Bias via Domain Adaptation

Learn how domain adaptation transfers deep-learning models across shifted datasets using unlabeled target data, adversarial alignment, pixel translation, self-supervision, and consistency training.

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