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Antonio Carta

Ph.D. Student

Università di Pisa

Biography

I am a Ph.D. student in the Department of Computer Science at the University of Pisa, under the supervision of Davide Bacciu. I am also a member of the Computational intelligence and Machine Learning group ( CIML). My research interests are focused around the study and understanding of recurrent neural networks and memorization models, including hierarchical recurrent models, memory-augmented architectures and applications to continual learning.

Interests

  • Machine Learning
  • Recurrent Neural Networks
  • Continual Learning

Education

  • PhD in Computer Science, currently enrolled

    Università di Pisa

  • Msc in Computer Science, 2017

    Università di Pisa

  • BSc in Computer Science, 2015

    Università di Pisa

Experience

 
 
 
 
 

Summer Internship

CERN Openlab

Jul 2017 – Aug 2017 Geneva, Switzerland
Summer internship at the CERN Openlab, sponsored by Intel. The objective of the project was the evaluation of machine learning models to speed up the track reconstruction process of the CMS HLT. My main contribution was the evaluation of several convolutional neural network architectures considering their classification accuracy and the inference time using different software frameworks (Tensorflow, Caffe) and hardware (manycore, GPU, custom FPGA) architectures.