31 July 2018 to 6 August 2018
Maynooth University
Europe/Dublin timezone

New Machine Learning Tools in ROOT/TMVA

1 Aug 2018, 16:30
30m
Hall C (Arts Bldg.)

Hall C

Arts Bldg.

Invited talk H. Statistical Methods for Physics Analysis in the XXI Century Statistical Methods for Physics Analysis in the XXI Century

Speaker

Dr Lorenzo Moneta (CERN)

Description

In this talk, we will describe the latest additions to the Toolkit for Multivariate Analysis (TMVA), the machine learning package integrated into the ROOT framework. In particular, we will focus on the new deep learning module that contains robust fully-connected, convolutional and recurrent deep neural networks implemented on CPU and GPU architectures. We will present performance of these new libraries on benchmark datasets from high-energy physics. Additionally, we will discuss new developments in parallelization, cross-validation, regression and unsupervised learning and new interfaces to external machine learning frameworks, such as Tensorflow and scikit-learn.

Primary author

Presentation Materials