Author(s)
| Name | Institution | Mail Address | Social Contacts |
|---|---|---|---|
| Brunella D'Anzi | INFN Sezione di Bari | brunella.d'anzi@cern.ch | Skype: live:ary.d.anzi_1; Linkedin: brunella-d-anzi |
| Nicola De Filippis | INFN Sezione di Bari | nicola.defilippis@ba.infn.it | N/A |
Domenico Diacono | INFN Sezione di Bari | domenico.diacono@ba.infn.it | N/A |
| Walaa Elmetenawee | INFN Sezione di Bari | walaa.elmetenawee@cern.ch | N/A |
| Giorgia Miniello | INFN Sezione di Bari | giorgia.miniello@ba.infn.it | N/A |
| Andre Sznajder | Rio de Janeiro State University | sznajder.andre@gmail.com | N/A |
How to Obtain Support
| brunella.d'anzi@cern.ch,giorgia.miniello@ba.infn.it | |
| Social | Skype: live:ary.d.anzi_1; Linkedin: brunella-d-anzi |
General Information
| ML/DL Technologies | Deep Neural Networks (DNN), Random Forest (RF) |
|---|---|
| Science Fields | High Energy Physics |
| Difficulty | Low |
| Language | English |
| Type | fully annotated and runnable |
Software and Tools
| Programming Language | Python |
|---|---|
| ML Toolset | |
| Additional libraries | uproot, NumPy, pandas,h5py,seaborn,matplotlib |
| Suggested Environments | Google's Colaboratory |
Needed datasets
| Data Creator | LHC Experiment |
|---|---|
| Data Type | Simulation |
| Data Size | 2 GB |
| Data Source | Cloud@ReCaS-Bari |
Short Description of the Use Case
How to execute it
Use Googe Colab
Google's Colaboratory is a free online cloud-based Jupyter notebook environment on Google-hosted machines, with some added features, like the possibility to attach a GPU or a TPU if needed with 12 hours of continuous execution time. After that, the whole virtual machine is cleared and one has to start again. The user can run multiple CPU,GPU, and TPU instances simultaneously, but the resources are shared between these instances.
The notebook for this tutorial can be found here. The .ipynb file is also available in the attachment section and in this GitHub repository.
The data set files are on the Recas Bari's ownCloud and are automatically loaded by the notebook. In case, they are also available here and here .
In the following, the most important excerpts are described.