DU Data Science

Mar 17, 2025, 12:00 PM → Mar 21, 2025, 11:59 PM Europe/Paris

202 (CC-IN2P3)

L'ensemble du matériel et les différents supports (cours et TPs) peuvent être trouvés dans le GitLab du CC-IN2P3 à l'adresse suivante :

All the course and training materials can be found in the CC-IN2P3's GitLab below:

https://gitlab.in2p3.fr/ccin2p3-support/formations/du-data-science/2025.03

plan-d-acces_CCIN2P3.pdf

Mon, March 17

1:00 PM → 2:00 PM Welcome coffee

2:00 PM → 5:00 PM Tools for data scientists

2:00 PM Jupyter Notebooks and custom kernels

Speaker: Sébastien Gadrat (CC-IN2P3)

Jupyter Notebooks Platform

3:00 PM Linux system and the command line

Speaker: Sybille Voisin

Introduction to Linux.pdf

4:00 PM Introduction to Git and GitLab

Speaker: Gino Marchetti (CC-IN2P3 / CNRS)

Git-GitLab tutorial.pdf

Tue, March 18

8:00 AM → 12:15 PM Big Data & NoSQL

9:00 AM Big Data & NoSQL

Speaker: Mr Osman Aidel (CC-IN2P3)

10:30 AM Coffee break

10:50 AM Big Data & NoSQL

Speaker: Mr Osman Aidel (CC-IN2P3)

12:15 PM → 2:00 PM Lunch

2:00 PM → 5:15 PM Big Data & NoSQL

2:00 PM Big Data & NoSQL

Speaker: Mr Osman Aidel (CC-IN2P3)

3:30 PM Coffee break

3:45 PM Big Data & NoSQL

Speaker: Mr Osman Aidel (CC-IN2P3)

Wed, March 19

9:00 AM → 12:15 PM Big Data & NoSQL

9:00 AM HADOOP ecosystem and Spark

Speaker: Mr Osman Aidel (CC-IN2P3)

10:30 AM Coffee break

10:45 AM HADOOP ecosystem and Spark

Speaker: Mr Osman Aidel (CC-IN2P3)

12:15 PM → 2:00 PM Lunch

2:00 PM → 5:15 PM Data analysis with Python

2:00 PM Python for data analysis and visualisation

Introduction to NumPy, Pandas and Bokeh for data scientists

Speaker: Fabio Hernandez (CC-IN2P3)

3:30 PM Coffee break

3:45 PM Python for data analysis and visualisation

Introduction to NumPy, Pandas and Bokeh for data scientists

Speaker: Fabio Hernandez (CC-IN2P3)

Thu, March 20

9:00 AM → 12:15 PM Data analysis with Python

9:00 AM Python for data analysis and visualisation

Speaker: Fabio Hernandez (CC-IN2P3)

10:30 AM Coffee break

10:50 AM Python for data analysis and visualisation

Speaker: Fabio Hernandez (CC-IN2P3)

12:15 PM → 1:30 PM Lunch

1:30 PM → 2:00 PM Visit of the computing rooms (data center)

2:00 PM → 5:20 PM GPU programming

2:00 PM CPU vs GPU

Speaker: Mr Bertrand Rigaud (CC-IN2P3)

3:30 PM Coffee break

3:45 PM Machine Learning on GPU

Speaker: Mr Bertrand Rigaud (CC-IN2P3)

Fri, March 21

9:00 AM → 12:15 PM GPU programming

9:00 AM Machine Learning on GPU with TensorFlow

Speakers: Mr Bertrand Rigaud (CC-IN2P3), Sybille Voisin

10:30 AM Coffee break

10:45 AM Machine Learning on GPU with PyTorch

Speakers: Mr Bertrand Rigaud (CC-IN2P3), Sybille Voisin

11:30 AM Exam on GPU Course

12:15 PM → 2:00 PM Lunch

2:00 PM → 5:15 PM GPU programming

2:00 PM GPU computing with JAX

Speaker: Sybille Voisin

3:30 PM Coffee break

3:45 PM GPU computing with JAX

Speaker: Sybille Voisin