Data Science Applications in Physics, Balkan School in Tirana 2024

22 Jan 2024, 00:00 → 26 Jan 2024, 16:30 Europe/Tirane

Hall "Aleks Buda", Hall 413 B (Academy of Sciences of Albania, Faculty of Natural Sciences)

Nicola De Filippis (Politecnico/INFN Bari (IT)), Mimoza Hafizi (Faculty of Natural Sciences, University of Tirana), Olta Çakaj (Faculty of Natural Sciences, University of Tirana), Rudina Osmanaj (Faculty of Natural Sciences, University of Tirana), Eleni Zaimi, Eva-Dhidho Taka, Kristina Jaku, Laura Hamzallari, Sali Dapi

"Data Science Applications in Physics" Balkan School in Tirana 2024

The fifth edition of the Data science, Particle, Astroparticle and Medical Physics, aim to bring together students and young researchers worldwide, studying and working in Physics and related fields. This year the school will be dedicated to a larger spectrum of  applications in Physics, such as Condensed Matter Physics and Solid State Matter. 

The school includes lectures and hands-on tutorials on the topics in focus, with the keyword being data analysis. It will be held from 22-26 January 2024.

Applications are welcome from students worldwide with preference given those from the Balkan region. Application deadline is December 15, 2023. Please submit to the organizers in one page your letter of motivation in the following address:  infoschool@ikf-akad.al

Registrations, for "Data Science Applications in Physics" Balkan School in Tirana 2024, are now closed.

Monday 22 January

1 Students' registration

2 Opening / welcoming speech

Speaker: Prof. Mimoza Hafizi (National Institute of Physics, Academy of Sciences of Albania)

3 Opening / welcoming speech

Speaker: Dr Fabrizio Bucci (Italian Ambassador in Albania)

4 Opening / welcoming speech

Speaker: Mr Alessandro Ruggera (Director, Italian Cultural Institute in Tirana)

5 Machine learning in high energy physics and more.

Speaker: Prof. Nicola De Filippis (Politecnico di Bari & INFN Bari, Italy)

DeFilippis_MachineLearning_red.pdf

13:45 Lunch break

6 Monte Carlo tools for the CMS experiment.

Speaker: Dr Ilirjan Margjeka (University of Bari, INFN, Italy)

CMS_Tirana2024_MCGenSIm.pdf

15:15 Coffee break

7 Artificial intelligence. Machine learning applications in physics.

Speaker: Prof. Hiqmet Kamberaj (International Balkan University, North Macedonia)

Hiqmet Kamberaj - Balkan School - Reading Material.pdf

8 Modelling, numerical physics and mathematical physics.

Speakers: Prof. Naim Bajcinca (Institute for Mechanical and Process Engineering, RPTU, Germany), Dr Sandesh Hiremath (Institute for Mechanical and Process Engineering, RPTU, Germany)

NNForDynSys - Hiremath.pdf

Tuesday 23 January

9 Machine learning in high energy physics and more: Hands-on session.

Speaker: Prof. Nicola De Filippis (Politecnico di Bari & INFN Bari, Italy)

DeFilippis_MachineLearning_tutorial.pdf

10 Monte Carlo tools for the CMS experiment: Hands-on session.

Speaker: Dr Ilirjan Margjeka (INFN Bari & CERN, Italy)

CMS_Tirana2024_MCGenSIm.pdf

14:00 Lunch break

11 The replica method.

Speaker: Dr Albi Kerbizi (University of Trieste & INFN Trieste, Italy)

Lecture_Kerbizi.pdf

16:00 Coffee break

12 Implementation of the replica method in a ROOT program: Hands-on session.

Speaker: Dr Albi Kerbizi (University of Trieste & INFN Trieste, Italy)

ExampleMacro.C

Instructions.txt

Lecture_Kerbizi.pdf

ReplicaMethod_HandsOn.C

ReplicaMethod_HandsOnSolved.C

TransversityTable.txt

Wednesday 24 January

13 Radiotherapy with hadrons.

Speaker: Dr Dayron Ramos Lopez (Politecnico di Bari & INFN Bari, Italy)

Radiotherapy hadrons.pdf

14:00 Lunch break

14 Nanotechnology in theranostics.

Speaker: Prof. Bashkim Ziberi (University of Tetova, North Macedonia)

Gold Nanostructures in Theranostics.pdf

Smart SRB.pdf

Theranostic Nanoparticles.pdf

15:30 Coffee break

15 Recent achievement in the field of point-of-care diagnostics.

Speaker: Prof. Aurel Ymeti (Nanoalmyona BV, The Netherlands)

Recent achievements in POC Diagnostics - Winter school Tirana A. Ymeti.pdf

Thursday 25 January

16 Visit at the Institute of Applied Nuclear Physics

17 Lab. activity on radioactivity: Hands-on session.

Speaker: Mr Nicola Ferrara (Politecnico di Bari & INFN Bari, Italy)

DATI.xlsx

Hands-on session at the IFBZ (1).mp4

Hands-on session at the IFBZ (2).mp4

Hands-on session at the IFBZ (3).mp4

Hands-on session at the IFBZ (4).mp4

Hands-on session at the IFBZ (5).mp4

Hands-on session at the IFBZ (6).mp4

RadLab_hands-on_balkanschool2024tirana.pdf

RadLab_hands-on_balkanschool2024tirana.pptx

RadLab - hands-on.pdf

18 Computer vision.

Speaker: Dr Ervin Kafexhiu (Faculty of Natural Sciences, University of Tirana)

ComputerVision.pdf

Notebook_and_Data.zip

14:00 Lunch break

19 Solving differential equations using physically informed neural networks (PINNs).

Speaker: Dr Klaudio Peqini (Faculty of Natural Sciences, University of Tirana)

baty_baty_2023_Pinns.pdf

Klaudio_Peqini_PINNs.pdf

Linku për hands-on.pdf

nair_et_al_2023_PINNs_Navier_Stokes.pdf

navarro_et_al_2023_PINNs.pdf

15:30 Coffee break

20 Contemporary topics in condensed matter physics.

Speaker: Prof. Orion Ciftja (Prairie View A&M University, USA)

Presentation-Balkan-School-2024.pdf

Friday 26 January

21 Signal processing and data analysis for plasma spectroscopy.

Speaker: Dr Ardian Gojani (Secopta Analytics, Germany)

A pragmatic introduction to signal processing.pdf

Basics of plasma spectroscopy.pdf

IKF Signal Processing Data Analysis.rar

presentation.rar

22 Vera Rubin vs Elon Musk: understanding the dark universe under a brightening sky.

Speaker: Dr Sébastien Carassou (Société des Astronomes de France)

Vera Rubin vs Elon Musk - understanding the dark universe under a brightening sky.pdf

23 Certificates distribution and closing speech

11:15 Cocktail break