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#Mixed-Integer Programming

Showing: 11 courses
GERAD Research Center

Large-Scale Optimization Methods for Logical Reasoning: A Novel Perspective

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Explore optimization-based framework enhancing Description Logic reasoning using mixed-integer programming. Learn novel mapping of DL axioms to inequalities, leveraging advanced techniques for large ontological datasets.
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1 Lesons
53 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Neural Network Verification as Piecewise Linear Optimization

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Neural network verification as piecewise linear optimization: exploring robust methods to prove model reliability against attacks, using LP and MIP formulations for efficient problem-solving in various network types.
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16 Lesons
26 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Decision-Focused Learning - Integrating Downstream Combinatorics in ML

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Explore the integration of machine learning and discrete optimization to enhance problem-solving in real-world scenarios, focusing on decision-focused learning and tailored solution strategies.
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1 Lesons
27 minutes
On-Demand
Free-Video
Inside Livermore Lab

Simultaneous Feature Selection and Outlier Detection Using Mixed-Integer Programming

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Explore mixed-integer programming for simultaneous feature selection and outlier detection in high-dimensional regressions, with applications to biomedical research and microbiome studies.
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13 Lesons
1 hour
On-Demand
Free-Video
GERAD Research Center

Mixed-Integer Programming: 65 Years of History and the Artificial Intelligence Challenge - DS4DM Coffee Talk

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Explore the evolution of Mixed-Integer Programming, from its 1958 roots to modern AI integration, and its impact on solving diverse optimization problems.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Alan Turing Institute

Optimisation - Linear Integer Programming - Professor Raphael Hauser

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Explore linear integer programming, mixed integer models, and branch-and-bound algorithms for solving complex optimization problems in supply chain management and traveling salesman scenarios.
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13 Lesons
52 minutes
On-Demand
Free-Video
Simons Institute

Reinforcement Learning in Recommender Systems - Some Challenges

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Explore challenges in applying reinforcement learning to recommender systems, including scale, stochastic action sets, and user learning over long horizons. Gain insights on addressing these issues.
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18 Lesons
52 minutes
On-Demand
Free-Video
Wolfram

Global Optimization in Wolfram Language: Solving Nonlinear and Nonconvex Problems

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Explore advanced global optimization techniques in Wolfram Language for solving complex nonlinear and mixed-integer problems with real-world examples.
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1 Lesons
19 minutes
On-Demand
Free-Video
NDC Conferences

Building AI Solutions with Google OR-Tools

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Learn to build AI solutions using Google OR-Tools for optimization problems. Explore constraint programming, linear programming, and mixed-integer programming through practical examples like Sudoku and scheduling.
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24 Lesons
1 hour 4 minutes
On-Demand
Free-Video
The Julia Programming Language

Optimization Methods for Robot Motion Planning in JuMP - JuliaCon 2024

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Explore optimization techniques for robot motion planning using JuMP, covering problem formulation, solution methods, and visualization tools for smooth, collision-free paths.
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1 Lesons
24 minutes
On-Demand
Free-Video
The Julia Programming Language

Solving Matching Problems in Practical Applications Using JuMP

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Optimize supply chain matching with JuMP: Efficiently model connections in transportation networks, balancing idle times, delays, and resource allocation for improved performance and robustness.
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1 Lesons
13 minutes
On-Demand
Free-Video