Bias Analysis Courses and Certifications

Causal Diagrams: Draw Your Assumptions Before Your Conclusions

26 ratings at edX

Learn simple graphical rules that allow you to use intuitive pictures to improve study design and data analysis for causal inference.

• edX
• 9 weeks, 2-3 hours a week
• On-Demand
• Free Online Course (Audit)

Artificial Intelligence Ethics in Action

350 ratings at Coursera

Analyze AI ethics through hands-on projects, examining bias in predictive text, fairness in sensitive predictions, and ethical considerations in game theory algorithm design.

• Coursera
• 5 hours 49 minutes
• On-Demand
• Paid Course

Molecular Imaging & Therapy

Noise-Bias and Contrast-Noise Analysis in Medical Imaging

Explore key metrics and concepts in medical imaging analysis, including noise, bias, contrast, and their relationships. Gain insights into image quality assessment and reconstruction methods.

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

The Individual Within the Crowd: How Individual Forecasters Contribute to Ideal Group Forecasts

Explores optimal group forecasting by analyzing individual biases, errors, and diversity. Presents a statistical model for estimating forecaster features and discusses when to use optimal weighting versus simple averaging.

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

NDC Conferences

Developing an Intersectional Framework to Analyze Biases in Artificial Intelligence and Deep Neural

Explore an intersectional framework for analyzing biases in AI and deep neural networks, focusing on ethical tech development and mitigating discriminatory outcomes in machine learning.

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

Association for Computing Machinery (ACM)

Content Distribution

Exploring algorithmic biases in content distribution, including microtargeting, truth perception, polarization control, and recommender systems' effects on online news environments.

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

Association for Computing Machinery (ACM)

Law and Policy

Explore ethical and legal challenges in AI, including anthropomorphism, explainability, racial categorization, and algorithmic fairness. Gain insights from experts on crucial issues shaping the future of technology and society.

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

Association for Computing Machinery (ACM)

Image Representations Learned With Unsupervised Pre-Training Contain Human-like Biases

Explore how unsupervised pre-training in image representations can lead to human-like biases, examining methods, results, and implications for AI fairness and ethics.

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

Center for Language & Speech Processing(CLSP), JHU

Scalable and Robust Conversational Systems - 2020

Explore recent research on enhancing conversational systems' robustness and scalability through bias analysis, language embeddings, and zero-shot learning techniques.

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

Centrum Fizyki Teoretycznej PAN

Optimal Sample Complexities for Learning Functions on the Unitary Group and More

Discover optimal sample complexities for estimating functions on unitary groups in quantum information, exploring efficient algorithms beyond full tomography requirements.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Wolfram

Computational Exploration of General Collatz with Wolfram Technologies

Explore generalized Collatz conjecture variants using Wolfram tools to discover statistically balanced functions with zero bias, making them theoretically harder to prove.

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

Biostatistics USMLE

Comprehensive biostatistics review for USMLE Step 1, covering key concepts, practice questions, and exam strategies to enhance understanding and test performance.

• YouTube
• 6 hours
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Fairness and Diversity II

Explore cutting-edge research on fairness and diversity in computing, examining innovative approaches to promote inclusivity and ethical considerations in technology development.

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

Повышение эффективности глубоких нейросетей

Изучите передовые методы глубокого обучения, включая оптимизацию, регуляризацию и TensorFlow. Освойте эффективное создание и настройку нейросетей для достижения наилучших результатов.

• Coursera
• 18 hours 13 minutes
• On-Demand
• Paid Course

生活中的统计学

Discover how statistics shapes everyday life through engaging stories, from population data and social media trends to educational equality and economic indicators. Master practical statistical concepts.

• XuetangX
• On-Demand
• Free Online Course