Summer schoolTopic : Combinatorial Optimization and Machine Learning.Lecturers: Sanjeeb Dash and Parikshit Ram (IBM Thomas J. Watson Research center)Reception: Monday, june 26 from 10:00am to 11:00am and from 1:30pm to 2:00pm, Cafétéria, Pôle commun (see Practical Information) Program of JPOC13 Summer SchoolAMPHI 1, pôle commun Monday June 26th, 20239.30 -11.00 Welcome 1 11.00-12.30 Lecture 1 IP models to learn rules I: Classification
12.30 -14.00 Lunch 13.00 -14.00 Welcome 2
14.00-15.30 Lecture 2 IP models to learn rules II: Regression and Knowledge Graph Completion
15.30-16.00 Coffee Break
16.00-17.30 Lecture 3 Bilevel optimization and continuous bilevel optimization problems in Machine Learning
Tuesday June 27th, 20239.00-10.30 Lecture 4 IP models to learn Acyclic Graphs & Decision Trees
10.30-11.00 Coffee Break 11.00-12.30 Lecture 5 Algorithms and Analysis of Stochastic Bilevel Optimization problems
12.30-14.00 Lunch 14.00-15.30 Lecture 6 Stochastic bilevel problems: Variants, Algorithms, and Implementation
15.30-16.00 Coffee Break 16.00-17.30 Lecture 7 MINLP models to learn symbolic expressions
Wednesday June 28th, 202309.00-10.30 Lecture 8 ML for combinatorial and continuous optimization
10.30-11.00 Coffee Break & JPOC13 conference welcome
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