Quantitative Methods Courses

AGU

Ice Sheet and Glacier Change: Integrating Methods to Understand Evolution - 2017

Integrating instrumental, geological, and modeling methods to understand ice sheet and glacier evolution, focusing on various locations and their implications for climate change.

• YouTube
• 1 hour 56 minutes
• On-Demand
• Free Video

AGU

Hydrogeophysical Methods for Groundwater Evaluation, Management, and Modeling - 2017

Explore cutting-edge hydrogeophysical techniques for groundwater assessment, management, and modeling with experts from diverse institutions, enhancing your understanding of water resource evaluation.

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

AGU

Ocean Heat Content Measurement and Impact - New Satellite Methods and Research Findings

Novel satellite method to measure ocean heat content, revealing impacts on ice melt and marine ecosystems. Explores magnetic field fluctuations, seafloor temperatures, and chlorophyll patterns to enhance climate change understanding and prediction.

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

AGU

Surveillance of Volcanic Unrest - New Developments in Multidisciplinary Monitoring Methods

Explore cutting-edge multidisciplinary monitoring methods for detecting volcanic unrest, enhancing our ability to predict and mitigate potential eruptions.

• YouTube
• 1 hour 43 minutes
• On-Demand
• Free Video

Does Anyone Speak Developer? Methods to Discover, Understand and Improve Developer Workflows

Discover effective methods to understand and enhance developer workflows, including screen recordings, open-ended tasks, journey mapping, and post-mortems.

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

Ruby Central

Control Methods Like a Pro - A Guide to Ruby's Awesomeness

Explore Ruby's metaprogramming capabilities, focusing on method manipulation, from basics to advanced techniques. Learn to leverage method objects for enhanced code flexibility and power.

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

A Quantitative Study on Argo CD Scalability

Explore Argo CD scalability, focusing on syncing performance for thousands of applications. Learn about bottlenecks, optimization strategies, and experimental results for large-scale deployments.

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

Strange Loop Conference

Trusting Your Data Science Pipelines - A Quantitative Approach

Explore quantitative methods for ensuring reliability in complex data science pipelines. Learn about Two Sigma's approach to verifying end-to-end results and developing scalable algorithms for improved system stability.

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

Association for Computing Machinery (ACM)

Translation Tutorial - A History of Quantitative Fairness in Testing

Explores historical quantitative fairness definitions in education and hiring, translating 1960s-70s concepts to modern machine learning notation and highlighting challenges for current fairness research.

• YouTube
• 1 hour 24 minutes
• On-Demand
• Conference Talk

Association for Computing Machinery (ACM)

Fairness Methods

Explores advanced fairness methods in machine learning, including causal awareness, soft-to-hard decision making, and deep weighted averaging classifiers, to address bias and promote equitable AI systems.

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

Association for Computing Machinery (ACM)

Four Years of FAccT - A Reflexive, Mixed-Methods Analysis of Research Contributions, Shortcomings, and Future Prospects

Reflexive analysis of FAccT research, examining contributions, limitations, and future directions in computing fairness, accountability, and transparency over four years.

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

Association for Computing Machinery (ACM)

A Review of Taxonomies of Explainable Artificial Intelligence - XAI Methods

Explore various taxonomies of Explainable AI methods, comparing their structures and implications for understanding and categorizing XAI approaches.

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

Association for Computing Machinery (ACM)

Epistemic Values in Feature Importance Methods - Lessons From Feminist Epistemology

Explore how feminist epistemology insights can enhance feature importance methods in machine learning, addressing biases and improving interpretability in AI systems.

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

0xdade

Quantitative Comparable Software Risk Reporting

Automated analysis frameworks for assessing software security, empowering consumers and professionals with scientific data on effectiveness of security techniques and overall product safety.

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

Steve Brunton

Reinforcement Learning Series - Overview of Methods

Comprehensive overview of reinforcement learning methods, covering model-based and model-free approaches, from dynamic programming to deep RL and policy gradient optimization.

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