Research Methods Courses

Data Science Conference

Bridging the Gap Between AI Research and Human-Centered Products

Discover practical insights on transforming AI research into human-centered products, exploring challenges and solutions from Microsoft's experience in implementing state-of-the-art AI systems.

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

ACM SIGPLAN

Student Research Contest Talks - ICFP 2023

Explore cutting-edge research in functional programming through student presentations at ICFP'23, featuring innovative ideas and emerging talent in the field.

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

ACM SIGPLAN

Fluid: Towards Transparent, Self-Explanatory Research Outputs

Explore Fluid, a transparent programming language with bidirectional dynamic dependency analysis, enabling interactive exploration of data relationships in research outputs.

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

GERAD Research Center

Operations Research in the Food System - Sustainable Choices and Transportation of Perishables

Explore sustainable food system choices and perishable product logistics using operations research. Gain insights into decision-making challenges and integrated planning for agricultural products.

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

GERAD Research Center

Decomposition Methods for the Unsplittable Flow Problem

Explore decomposition methods for the unsplittable flow problem in satellite constellations. Learn efficient algorithms for large-scale instances and dynamic scenarios, focusing on strengthening linear relaxations.

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

GERAD Research Center

Sensitivity-Based Design Methods for Improved Control Performance

Explore sensitivity-based design methods for improved control performance in unstable and invertible plants, focusing on fast robust control and multivariable systems.

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

GERAD Research Center

Operational Research for Fairness, Privacy and Interpretability in Machine Learning

Explore responsible AI through operational research, focusing on fairness, interpretability, and privacy in machine learning. Learn to leverage Integer Linear Programming for optimal, fair rule lists.

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

GERAD Research Center

Mean-Field Games Through Monotone Methods

Explore mean-field games using monotonicity techniques. Discover unified approaches for solving various MFG classes, including stationary, time-dependent, and planning problems with congestion.

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

GERAD Research Center

Extragradient Methods - O(1/K) Last-Iterate Convergence for Monotone Variational Inequalities

Explore extragradient methods for monotone variational inequalities, focusing on O(1/K) last-iterate convergence rates and computer-aided proofs in optimization problems.

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

Banach Center

Numerical Methods for Nonlocal and Nonlinear Parabolic Equations with Applications in Hydrology and Climatology

Odkryj metody numeryczne dla nieliniowych równań parabolicznych i ich zastosowania w hydrologii i klimatologii.

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

Banach Center

Topological Methods in Dynamics Reconstructed from Time Series

Explore topological methods for analyzing dynamical systems using time series data, focusing on reconstruction techniques and applications in various fields.

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

Banach Center

Analytic Methods in Arithmetic

Explore advanced analytic techniques in arithmetic, focusing on their applications and theoretical foundations in number theory.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Mathematical Oncology

Computational Methods for Inferring Tumor Evolution and Heterogeneity

Explore computational techniques for analyzing tumor evolution and heterogeneity, enhancing understanding of cancer progression and treatment strategies.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Mathematical Oncology

A Machine Learning Approach to Biology: Applying Data-Driven Model Discovery Methods

Explore machine learning biology and data-driven model discovery methods in mathematical oncology, focusing on CAR T-cell immunotherapy and glioblastoma research.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

RSA Conference

Elevating Cloud Forensics - Hypervisor-Level Methods for Evidence Unveiling

Explore innovative hypervisor-level methods for cloud forensics using AI and machine learning to detect and preserve potential evidence in cloud platforms.

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