US ATLAS Machine Learning Training 2023
from
Tuesday, July 25, 2023 (8:30 AM)
to
Friday, July 28, 2023 (5:00 PM)
Monday, July 24, 2023
Tuesday, July 25, 2023
8:30 AM
Welcome Presentation
-
Ben Nachman
(
Lawrence Berkeley National Lab. (US)
)
Aishik Ghosh
(
University of California Irvine (US)
)
Elham E Khoda
(
University of Washington (US)
)
Welcome Presentation
Ben Nachman
(
Lawrence Berkeley National Lab. (US)
)
Aishik Ghosh
(
University of California Irvine (US)
)
Elham E Khoda
(
University of Washington (US)
)
8:30 AM - 9:00 AM
Room: 59/4102
9:00 AM
Introduction to Machine Learning: Part I
-
Javier Mauricio Duarte
(
Univ. of California San Diego (US)
)
Introduction to Machine Learning: Part I
Javier Mauricio Duarte
(
Univ. of California San Diego (US)
)
9:00 AM - 10:30 AM
Room: 59/4102
10:30 AM
Break
Break
10:30 AM - 11:00 AM
Room: 59/4102
11:00 AM
Tutorial: ML Tools and Techniques
-
Jay Chan
(
University of Wisconsin Madison (US)
)
Kehang Bai
(
University of Oregon (US)
)
Tutorial: ML Tools and Techniques
Jay Chan
(
University of Wisconsin Madison (US)
)
Kehang Bai
(
University of Oregon (US)
)
11:00 AM - 12:30 PM
Room: 59/4102
12:30 PM
Lunch (on your own)
Lunch (on your own)
12:30 PM - 2:00 PM
2:00 PM
Introduction to Machine Learning: Part II
-
Elham E Khoda
(
University of Washington (US)
)
Introduction to Machine Learning: Part II
Elham E Khoda
(
University of Washington (US)
)
2:00 PM - 3:30 PM
Room: 59/3101 (Building 59)
3:30 PM
Break
Break
3:30 PM - 3:45 PM
Room: 59/3101 (Building 59)
3:45 PM
Tutorial: Neural Networks
-
Kehang Bai
(
University of Oregon (US)
)
Jay Chan
(
University of Wisconsin Madison (US)
)
Tutorial: Neural Networks
Kehang Bai
(
University of Oregon (US)
)
Jay Chan
(
University of Wisconsin Madison (US)
)
3:45 PM - 5:30 PM
Room: 59/3101 (Building 59)
Wednesday, July 26, 2023
9:00 AM
Overview of ML in particle physics
-
Ben Nachman
(
Lawrence Berkeley National Lab. (US)
)
Overview of ML in particle physics
Ben Nachman
(
Lawrence Berkeley National Lab. (US)
)
9:00 AM - 10:30 AM
Room: 59/3101 (Building 59)
10:30 AM
Coffee Break
Coffee Break
10:30 AM - 11:00 AM
Room: 59/3101 (Building 59)
11:00 AM
Graph NN: part I
-
Javier Mauricio Duarte
(
Univ. of California San Diego (US)
)
Graph NN: part I
Javier Mauricio Duarte
(
Univ. of California San Diego (US)
)
11:00 AM - 12:30 PM
Room: 59/3101 (Building 59)
12:30 PM
Lunch (on your own)
Lunch (on your own)
12:30 PM - 2:00 PM
2:00 PM
Graph NN: Part II
-
Javier Mauricio Duarte
(
Univ. of California San Diego (US)
)
Graph NN: Part II
Javier Mauricio Duarte
(
Univ. of California San Diego (US)
)
2:00 PM - 3:00 PM
Room: 59/3101 (Building 59)
3:00 PM
Generative Models: Part I
-
Sascha Diefenbacher
(
Lawrence Berkeley National Lab. (US)
)
Vinicius Massami Mikuni
(
Lawrence Berkeley National Lab. (US)
)
Generative Models: Part I
Sascha Diefenbacher
(
Lawrence Berkeley National Lab. (US)
)
Vinicius Massami Mikuni
(
Lawrence Berkeley National Lab. (US)
)
3:00 PM - 3:45 PM
Room: 59/3101 (Building 59)
3:45 PM
Coffee Break
Coffee Break
3:45 PM - 4:15 PM
Room: 59/3101 (Building 59)
4:15 PM
Generative Models: Part II
-
Sascha Diefenbacher
(
Lawrence Berkeley National Lab. (US)
)
Vinicius Massami Mikuni
(
Lawrence Berkeley National Lab. (US)
)
Generative Models: Part II
Sascha Diefenbacher
(
Lawrence Berkeley National Lab. (US)
)
Vinicius Massami Mikuni
(
Lawrence Berkeley National Lab. (US)
)
4:15 PM - 6:00 PM
Room: 59/3101 (Building 59)
Thursday, July 27, 2023
9:00 AM
Uncertainties
-
Aishik Ghosh
(
University of California Irvine (US)
)
Uncertainties
Aishik Ghosh
(
University of California Irvine (US)
)
9:00 AM - 10:00 AM
Room: 59/4102
10:00 AM
Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: 59/4102
10:30 AM
Unfolding
-
Vinicius Massami Mikuni
(
Lawrence Berkeley National Lab. (US)
)
Unfolding
Vinicius Massami Mikuni
(
Lawrence Berkeley National Lab. (US)
)
10:30 AM - 12:00 PM
Room: 59/4102
12:00 PM
Lunch (on your own)
Lunch (on your own)
12:00 PM - 1:30 PM
1:30 PM
Differentiable Programming with JAX
-
Arnur Nigmetov
(
LBNL
)
Nithin Chalapathi
(
University of California, Berkeley
)
Differentiable Programming with JAX
Arnur Nigmetov
(
LBNL
)
Nithin Chalapathi
(
University of California, Berkeley
)
1:30 PM - 3:30 PM
Room: 59/3101 (Building 59)
3:30 PM
Coffee Break
Coffee Break
3:30 PM - 4:00 PM
Room: 59/3101 (Building 59)
4:00 PM
Industry Talk
-
Chen Luo
(
Amazon.com
)
Industry Talk
Chen Luo
(
Amazon.com
)
4:00 PM - 5:00 PM
Room: 59/3101 (Building 59)
5:00 PM
Networking
Networking
5:00 PM - 6:00 PM
Room: 59/3101 (Building 59)
6:00 PM
Dinner (Jupiter Restaurant, Downtown Berkeley)
Dinner (Jupiter Restaurant, Downtown Berkeley)
6:00 PM - 7:00 PM
Room: 59/3101 (Building 59)
Friday, July 28, 2023
9:00 AM
Transformers
-
Alexander Shamakov
(
UC Irvine
)
Transformers
Alexander Shamakov
(
UC Irvine
)
9:00 AM - 10:00 AM
Room: 59/3101 (Building 59)
10:00 AM
Coffee Break
Coffee Break
10:00 AM - 10:30 AM
Room: 59/3101 (Building 59)
10:30 AM
Software deployment with ONNXRuntime
-
Dhanush Anil Hangal
(
Lawrence Livermore Nat. Laboratory (US)
)
Software deployment with ONNXRuntime
Dhanush Anil Hangal
(
Lawrence Livermore Nat. Laboratory (US)
)
10:30 AM - 12:00 PM
Room: 59/3101 (Building 59)
12:00 PM
Lunch (on your own)
Lunch (on your own)
12:00 PM - 1:30 PM
1:30 PM
Hardware deployment with hls4ml
-
Elham E Khoda
(
University of Washington (US)
)
Hardware deployment with hls4ml
Elham E Khoda
(
University of Washington (US)
)
1:30 PM - 3:00 PM
Room: 59/3101 (Building 59)
Step 1: Accept the github invitation (sent earlier today) Step 2: Start the jupyterhub: https://jhub.35.192.180.88.nip.io
3:00 PM
Coffee Break
Coffee Break
3:00 PM - 3:30 PM
Room: 59/3101 (Building 59)
3:30 PM
Large Language Models
-
Xiangyang Ju
(
Lawrence Berkeley National Lab. (US)
)
Large Language Models
Xiangyang Ju
(
Lawrence Berkeley National Lab. (US)
)
3:30 PM - 4:30 PM
Room: 59/3101 (Building 59)
4:30 PM
Closing Remarks
-
Aishik Ghosh
(
University of California Irvine (US)
)
Elham E Khoda
(
University of Washington (US)
)
Ben Nachman
(
Lawrence Berkeley National Lab. (US)
)
Closing Remarks
Aishik Ghosh
(
University of California Irvine (US)
)
Elham E Khoda
(
University of Washington (US)
)
Ben Nachman
(
Lawrence Berkeley National Lab. (US)
)
4:30 PM - 4:50 PM
Room: 59/3101 (Building 59)