US ATLAS Machine Learning Training 2023
from
Tuesday 25 July 2023 (08:30)
to
Friday 28 July 2023 (17:00)
Monday 24 July 2023
Tuesday 25 July 2023
08:30
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)
)
08:30 - 09:00
Room: 59/4102
09:00
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)
)
09:00 - 10:30
Room: 59/4102
10:30
Break
Break
10:30 - 11:00
Room: 59/4102
11:00
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 - 12:30
Room: 59/4102
12:30
Lunch (on your own)
Lunch (on your own)
12:30 - 14:00
14:00
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)
)
14:00 - 15:30
Room: 59/3101 (Building 59)
15:30
Break
Break
15:30 - 15:45
Room: 59/3101 (Building 59)
15:45
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)
)
15:45 - 17:30
Room: 59/3101 (Building 59)
Wednesday 26 July 2023
09:00
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)
)
09:00 - 10:30
Room: 59/3101 (Building 59)
10:30
Coffee Break
Coffee Break
10:30 - 11:00
Room: 59/3101 (Building 59)
11:00
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 - 12:30
Room: 59/3101 (Building 59)
12:30
Lunch (on your own)
Lunch (on your own)
12:30 - 14:00
14:00
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)
)
14:00 - 15:00
Room: 59/3101 (Building 59)
15:00
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)
)
15:00 - 15:45
Room: 59/3101 (Building 59)
15:45
Coffee Break
Coffee Break
15:45 - 16:15
Room: 59/3101 (Building 59)
16:15
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)
)
16:15 - 18:00
Room: 59/3101 (Building 59)
Thursday 27 July 2023
09:00
Uncertainties
-
Aishik Ghosh
(
University of California Irvine (US)
)
Uncertainties
Aishik Ghosh
(
University of California Irvine (US)
)
09:00 - 10:00
Room: 59/4102
10:00
Coffee Break
Coffee Break
10:00 - 10:30
Room: 59/4102
10:30
Unfolding
-
Vinicius Massami Mikuni
(
Lawrence Berkeley National Lab. (US)
)
Unfolding
Vinicius Massami Mikuni
(
Lawrence Berkeley National Lab. (US)
)
10:30 - 12:00
Room: 59/4102
12:00
Lunch (on your own)
Lunch (on your own)
12:00 - 13:30
13:30
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
)
13:30 - 15:30
Room: 59/3101 (Building 59)
15:30
Coffee Break
Coffee Break
15:30 - 16:00
Room: 59/3101 (Building 59)
16:00
Industry Talk
-
Chen Luo
(
Amazon.com
)
Industry Talk
Chen Luo
(
Amazon.com
)
16:00 - 17:00
Room: 59/3101 (Building 59)
17:00
Networking
Networking
17:00 - 18:00
Room: 59/3101 (Building 59)
18:00
Dinner (Jupiter Restaurant, Downtown Berkeley)
Dinner (Jupiter Restaurant, Downtown Berkeley)
18:00 - 19:00
Room: 59/3101 (Building 59)
Friday 28 July 2023
09:00
Transformers
-
Alexander Shamakov
(
UC Irvine
)
Transformers
Alexander Shamakov
(
UC Irvine
)
09:00 - 10:00
Room: 59/3101 (Building 59)
10:00
Coffee Break
Coffee Break
10:00 - 10:30
Room: 59/3101 (Building 59)
10:30
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 - 12:00
Room: 59/3101 (Building 59)
12:00
Lunch (on your own)
Lunch (on your own)
12:00 - 13:30
13:30
Hardware deployment with hls4ml
-
Elham E Khoda
(
University of Washington (US)
)
Hardware deployment with hls4ml
Elham E Khoda
(
University of Washington (US)
)
13:30 - 15:00
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
15:00
Coffee Break
Coffee Break
15:00 - 15:30
Room: 59/3101 (Building 59)
15:30
Large Language Models
-
Xiangyang Ju
(
Lawrence Berkeley National Lab. (US)
)
Large Language Models
Xiangyang Ju
(
Lawrence Berkeley National Lab. (US)
)
15:30 - 16:30
Room: 59/3101 (Building 59)
16:30
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)
)
16:30 - 16:50
Room: 59/3101 (Building 59)