Name: Machine Learning X Summer School Lecture Series
Start: 2022-06-06T09:00:00-04:00
End: 2022-06-17T17:00:00-04:00
Location: MfA

Machine Learning X Summer School Lecture Series

from Monday, June 6, 2022 (9:00 AM) to Friday, June 17, 2022 (5:00 PM)

Monday, June 6, 2022

9:00 AM "Introduction to ML"; "Syllabus Day" | Speaker: Miles Cranmer

9:00 AM - 10:30 AM
Room: 14th Floor

11:00 AM "Optimization for ML: First-order methods" | Speaker: Rob Gower

11:00 AM - 12:30 PM
Room: 14th Floor
Tuesday, June 7, 2022

9:00 AM "Optimization for ML: Stochastic Gradient Descent" | Speaker: Rob Gower

9:00 AM - 10:30 AM
Room: 14th Floor

11:00 AM "Introduction to Deep Learning in Python: Architectures, optimizers, tips for tuning DL loop" | Speaker: Wenda Zhou

11:00 AM - 12:30 PM
Room: 14th Floor

1:30 PM "Linear Regression and Linear Models" | Speaker: David Hogg

1:30 PM - 3:00 PM
Room: 14th Floor

3:30 PM "ML for quantum physics: Ground state properties" | Speaker: Guiseppe Carleo

3:30 PM - 5:00 PM
Room: 14th Floor
Wednesday, June 8, 2022

9:00 AM "Learning dynamics from data Latent variables Dynamic mode decomposition" | Speaker: Anirvan Sengupta

9:00 AM - 10:30 AM
Room: 14th Floor

11:30 AM "Dimension Reduction: visualization, validation, and downstream analyses" | Speaker: Barbara Engelhardt

11:30 AM - 1:00 PM
Room: Center for Computational Quantum Physics (CCQ)/9/10-Flatiron Institute

3:30 PM "Self-Supervised Learning, Energy-based Methods, and World Models" | Speaker: Yann LeCun

3:30 PM - 4:30 PM
Room: Ingrid Daubechies Auditorium/2-IDA
Thursday, June 9, 2022

11:00 AM "Learning to Cooperate and Compete in Diplomacy" | Speaker: Noam Brown

11:00 AM - 12:30 PM
Room: Center for Computational Biology (CCB)/7/8-Flatiron Institute

1:30 PM "Interpretable Machine Learning, and Symbolic Regression" | Speaker: Miles Cranmer

1:30 PM - 3:00 PM
Room: 14th Floor

3:30 PM "Mathematical Models of Deep Neural Networks" | Speaker: Stephane Mallat

3:30 PM - 5:00 PM
Room: 14th Floor
Friday, June 10, 2022

9:00 AM "Automatic differentiation" | Speaker: Mario Lezcano

9:00 AM - 10:30 AM
Room: 14th Floor

11:00 AM "Representation geometry in biological and artificial networks" | Speaker: SueYeon Chung

11:00 AM - 12:30 PM
Room: 14th Floor

1:30 PM "ML for Quantum Physics: State Reconstruction, Dynamics, Applications" | Speaker: Giuseppe Carleo

1:30 PM - 3:00 PM
Room: 14th Floor

3:30 PM "Variational Monte Carlo with neural network quantum states" | Speaker: Javier Robledo Moreno

3:30 PM - 5:00 PM
Room: 14th Floor
Saturday, June 11, 2022
Sunday, June 12, 2022