CSoI-UJ 2025 Seminar: Machine Learning and AI for Classical and Quantum Data

When: November 3 till November 21 every day at 17:00 EU time and 11am EST USA time.

All lectures are recoreder and can be viewed on CSoI YouTube playlist containing all videos of this seminar series.

For personal discussion at the beginning and the end of the seminar, we shall use the following zoom: 

A three week  seminar series by CSoI together with faculty and students at Jagiellonian University, Poland.

The following unpublished yet book will be used and students are encouraged to browse through it: https://purdue-edu.zoom.us/j/5418154976

"Analytic Information Theory: From Compression to Learning" by M. Drmota and W. Szpankowski
(see https://www.cs.purdue.edu/homes/spa/temp/ait22.pdf )

The following two books will be useful:

1. "Analysis of Algorithms on Sequences" by W. Szpankowski, Willey 2001

   (see https://www.cs.purdue.edu/homes/spa/mybook.pdf).

2. "Analytic Pattern Matching: From DNA to Twitter", by P. Jacquet and W. Szpankowski

   (see https://www.cs.purdue.edu/homes/spa/temp/words15.pdf)

3. "Online Universal Learning from Information-theoretric Perspective" by C. Wu, A. Grama and W. Szpankowski (see https://www.cs.purdue.edu/homes/spa/papers/fnt25.pdf).

Nov 3, at 11:00/17:00

W. Szpankowski (Purdue)
Organizational Meeting, pls use this zoom: https://purdue-edu.zoom.us/j/5418154976

and

W. Szpankowski (Purdue)
"Online & Supervised Learning: Analysis and Algorithms"

View Video of the Seminar

Nov 4 at 11:00/17:00

please use zoom https://purdue-edu.zoom.us/j/5418154976

J. Sima and W. Szpankowski (Purdue) 
"Codes, Nearest Neighbors, and learning: From Communication to Computation" (video)

Codes, Nearest Neighbors, and Learning slides (PowerPoint)

Nov 5 at 11:00/17:00

At 11am please use zoom: https://purdue-edu.zoom.us/j/5418154976
Jin Sima and W. Szpankowski (Purdue) 

"Federated Learning" (video)

Federated Learning slides (PowerPoint)

Nov 6 at 11:00/17:00

Jin Sima and W. Szpankowski (Purdue)
"Differential Private Online Distribution Learning"(video)

Differential Private Online Distribution Learning slides (PowerPoint) 

Nov 7 at 11:00/17:00

At 11am please use zoom:  https://purdue-edu.zoom.us/j/5418154976
W. Szpankowski and C. Wu  (Purdue)
"Introduction to Large Language Models"     

Slides: https://www.cs.purdue.edu/homes/spa/uj24/lecture5-uj24.pdf
Recorded Lecture
https://mediaspace.itap.purdue.edu/media/Introduction+to+Large+Language+Models/1_z2w0nxqt

 

Please send to szpan@purdue.edu a two page summary of what learned in the first week.

Nov 10  at 11:00/17:00

A. Padakandla (U. Tennessee, Knoxville)
Introduction to Quantum Information and Computation
View Video of this seminar

 

Nov 11  at 11:00/17:00

A. Padakandla (U. Tennessee, Knoxville)
Learning of Quantum Measurement Classes
View Video of this seminar

 

Nov 12  at 11:00/17:00

M. Heidari (Purdue)
Feature Selection With Discrete Fourier Expansion
View Video of this Seminar

 

Nov 13 at 11:00/17:00

At 11am pls use zoom:  https://purdue-edu.zoom.us/j/5418154976
M. Heidari (Purdue)
Physically Realizable Quantum Algorithms
View Video of this Seminar

 

Nov 14  at 11:00/17:00

Quantum Computing Workshop

 

Please send to szpan@purdue.edu a two page summary of what learned in the first week.

 

Nov 17-21 at 11:00/17:00
Students' zoom seminar, use https://purdue-edu.zoom.us/j/5418154976

November 17: Student presentations

November 18: Student presentations

November 19: Student presentations

17:00-17:30  P. Wagner "Double Descent Demystified"
17:30-18:00  A. Avalle "Neural Tanget Kernel"
18:00-18:30  S. Wojtulewicz "Philosophical Implications of AI and Quantum Physics"
18:30-19:00  A. Ibrahim 'Dynamic Firewalls"
19:00-19:30  M. Kot