Data Science and Deep Learning with Python

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The increasing amount of data collected through sensors or computational simulations can take advantage of new techniques for being processed in order to extract new insights out of raw data. The purpose of this course is to present researchers with data science methods and techniques. The course includes theoretical lectures followed by practical sessions on data manipulation, visualisation, machine learning and deep learning.  A specific session on how to use HPC resources is included.

Participants will utilize Python on their personal computers as well as Cineca HPC resources for practical projects.

Topics:

-Introduction to data analytics

-Machine Learning theory (supervised/unsupervised)

-Data Manipulation with Numpy and Pandas

-Data visualization with Matplotlib, Seaborn, Bokeh

-Machine learning with sci-kit learn

-Deep learning with Tensorflow and Keras

-Introduction to Cineca HPC facilities

Target Audience:

Students and researchers from academia and industry with different backgrounds who are looking for technologies and methods to analyse large amounts of data.

Prerequisites:

Participants must have basic knowledge in statistics, fundamentals of computer programming with Python and use of GNU/Linux-based systems.

The number of participants is limited to 20 students. Applicants will be selected according to their experience, qualification and scientific interest BASED ON WHAT WRITTEN IN THE "Reason for participation" FIELD OF THE REGISTRATION FORM. 

APPLICATION DEADLINE

OCT 29th, 2021. 

STUDENTS WILL BE NOTIFIED ON THEIR ADMISSION OR NOT WITH AN EMAIL ON MONDAY NOV 8th. 

 

Course organised within the framework of the EUHubs4Data project.
Intended for: 
Companies
Research Institutions
Universities
Area: 
Data
Provided as: 
Webinar

Next courses

Non sono previste edizioni di questo corso.

Any question?

For HPC and computer graphics courses, write to corsi.hpc@cineca.it

About CINECA

Cineca is a non profit Consortium, made up of 70 Italian universities, 5 Italian Research Institutions and the Italian Ministry of Education.

Today it is the largest Italian computing centre, one of the most important worldwide. With more seven hundred employees, it operates in the technological transfer sector through high performance scientific computing, the management and development of networks and web based services, and the development of complex information systems for treating large amounts of data.

It develops advanced Information Technology applications and services, acting like a trait-d'union between the academic world, the sphere of pure research and the world of industry and Public Administration. .

Visit the Cineca website