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#Distributionally Robust Optimization

Showing: 8 courses
Association for Computing Machinery (ACM)

Fair Recommendations with Limited Sensitive Attributes - A Distributionally Robust Optimization Approach

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Explore distributionally robust optimization for fair recommendations with limited sensitive attributes in RecSys, enhancing fairness in machine learning applications.
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1 Lesons
14 minutes
On-Demand
Free-Video
GERAD Research Center

Data-Driven Decision Making with Entropic Risk Measure

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Explore data-driven decision-making using entropic risk measure. Learn bias correction techniques and apply them to project selection, portfolio optimization, and insurance pricing.
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1 Lesons
44 minutes
On-Demand
Free-Video
Paul G. Allen School

Building Reliable Machine Learning Systems - Challenges and Approaches

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Exploring methods to build reliable machine learning systems robust to failures across subpopulations and environments, including influence functions, distributionally robust optimization, and real-world benchmarks.
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1 Lesons
59 minutes
On-Demand
Free-Video
GERAD Research Center

The Role of Convexity in Data-Driven Decision-Making

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Explore data-driven decision-making through distributionally robust optimization, focusing on computation, statistics, and real-time implementation aspects. Gain insights into online optimization applications.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Nonconvex Optimization in Matrix Optimization and Distributionally Robust Optimization

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Explore nonconvex optimization in matrix and distributionally robust contexts, covering algorithms, complexity, and applications in machine learning with Stephen Wright.
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14 Lesons
55 minutes
On-Demand
Free-Video
NDC Conferences

An AI with an Agenda - How Our Cognitive Biases Leak Into Machine Learning

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Explores how human cognitive biases can infiltrate AI and machine learning models, offering strategies to mitigate these issues and create more objective, ethical algorithms.
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22 Lesons
56 minutes
On-Demand
Free-Video
VinAI

Optimal Transport for Distributionally Robust Optimization and Applications in Machine Learning

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Explore optimal transport in distributionally robust optimization, focusing on its applications in machine learning, distribution shifts, and responsible AI. Gain insights into solving challenging optimization problems.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Simons Institute

Robust Optimization and Generalization

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Explore robust optimization's history and its modern machine learning applications, focusing on performance certification and practical challenges in ML systems.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video