Quantitative Research Courses

Paul G. Allen School

Convex Optimization IV - Sebastien Bubeck, Microsoft Research

Explore advanced concepts in convex optimization, including gradient flow, comparison techniques, and optimal algorithms with Sebastien Bubeck from Microsoft Research.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Paul G. Allen School

Convex Optimization III - Sebastien Bubeck - Microsoft Research

Explore advanced concepts in convex optimization, including gradient oracles, minimax principles, and efficient algorithms for solving complex optimization problems.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Paul G. Allen School

Statistical Learning - Robert Schapire, Microsoft Research

Explore statistical learning with Robert Schapire, covering strong/weak learning, boosting, and confidence in machine learning algorithms.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Paul G. Allen School

Statistical Learning IV - Robert Schapire, Microsoft Research

Explore statistical learning with Robert Schapire, covering expected value theorems, ghost samples, PAC learning, and finite hypothesis spaces in this comprehensive lecture.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Institute for Advanced Study

Human Subjects as Research Experts - Friends Talk with Rosanna Dent

Explore the complex relationship between researchers and indigenous communities, examining ethical considerations and the evolving role of human subjects in anthropological studies.

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

Alan Turing Institute

MOSIP Research Platform - Integrating Anomaly Detection Prototypes into Centralized ID Systems

Explore novel anomaly detection methods for digital identity systems using autoencoders, with a focus on fraud prevention during registration in MOSIP architecture.

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

Alan Turing Institute

Visual and Spatial Digital Humanities Research for Japanese Culture

Explore visual and spatial digital humanities research for Japanese culture, focusing on innovative projects using computer vision, machine learning, and geographic information science to analyze historical data.

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

Alan Turing Institute

Stanford University's New Approach to Mitigate Negative Ethical and Societal Aspects of AI Research

Stanford's Ethics and Society Review board: A novel approach to mitigate ethical and societal impacts of AI research, requiring researchers to address potential harms before receiving funding.

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

Alan Turing Institute

Climate Data Science: A Tour - Professor Doug Nychka, National Center for Atmospheric Research

Explore climate data science through statistical analysis, modeling, and Earth observation techniques. Learn about climate systems, data representation, and challenges in Earth system science.

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

Alan Turing Institute

Accelerating Research with Microsoft Azure - Dr. Kenji Takeda, Microsoft

Explore cloud computing with Azure for faster, reproducible data science research. Hands-on labs cover deep learning, NLP, ML deployment, and more across various scientific disciplines.

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

Alan Turing Institute

Software Engineering for Research - Dr. James Hetherington, Turing

Learn key aspects of research software engineering, including testing, version control, documentation, and continuous integration. Improve code quality, readability, and reproducibility for scientific computing projects.

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

Alan Turing Institute

Learning Automata with Hankel Matrices - Borja Balle, Amazon Research Cambridge

Explore a unified framework for learning automata using Hankel matrices, covering query learning, spectral learning, and matrix completion algorithms with practical applications.

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

Alan Turing Institute

Small Data and Big Data - Web Archives and Research in the Humanities

Explore web archives' potential for humanities research, examining challenges and opportunities in using digital collections to study social and cultural phenomena.

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

Alan Turing Institute

Best Practice From Julia - Impact Through Efficient Research Code

Explore Julia's impact on efficient research code, from self-driving cars to astronomy. Learn about cutting-edge tools for mathematical modeling and machine learning in various fields.

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

OPENPediatrics

Emerging Trends in Research - Journal Prioritization

Explore journal prioritization in pediatric critical care research, gaining insights on emerging trends and understanding how to stay updated with key publications in the field.

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