Jose Javier Gonzalez Ortiz

I am a PhD student at MIT CSAIL in the CAML group, advised by John Guttag. Before joining MIT, I received a BSc in Telematics Engineering from ICAI in Spain. During my undergrad I interned at CERN Openlab and studied for one year at the University of Michigan, Ann Arbor under an exchange program.
My research interests lie at the intersection of machine learning methods and computer systems. I’m interested both in building systems for that enable new machine learning methods and investigating how to make machine learning more computationally efficient. I recently developed ShrinkBench, a library to facilitate development and standardized evaluation of neural network pruning methods. In the past, I have worked in machine learning and computer vision for healthcare applications.

Publications

What is the State of Neural Network Pruning?
Jose Javier Gonzalez Ortiz*, Davis Blalock*, Jonathan Frankle, John Guttag Third Conference on Machine Learning and Systems (MLSys 2020), Oral. [paper] [code] [slides] [poster]
Standardizing Evaluation of Neural Network Pruning
Jose Javier Gonzalez Ortiz, Davis Blalock, John Guttag SOSP 2019 AI System Workshop, Oral. [paper] [code] [slides] [poster]
Learning from Few Subjects with Large Amounts of Voice Monitoring Data
Jose Javier Gonzalez Ortiz, Daryush Mehta, Jarrad Van Stan, Robert Hillman, John Guttag, Marzyeh Ghassemi Machine Learning for Healthcare 2019. [paper] [slides] [poster]
Image Segmentation of Liver Stage Malaria Infection
Ava Soleimany, Harini Suresh, Jose Javier Gonzalez Ortiz, Divya Shanmugam, Nil Gural, John Guttag, Sangeeta Bhatia ICML 2019 Workshop on Computational Biology. [paper]
Heart Sound Classification based on Temporal Alignment Techniques
Jose Javier Gonzalez, Cheng Perng Phoo, Jenna Wiens Computing in Cardiology 2016. [paper] [poster]
A Simple Power Attack in the TwoFish Key Schedule
Jose Javier Gonzalez Ortiz, Kevin J. Compton Bachelor Thesis 2016. arXiv. [paper] [code] [slides]

Awards & Honors

Qualcomm Innovation Fellowship 2018
la Caixa Foundation Fellowship 2018
Undergraduate Excellence Award - U.P.Comillas ICAI 2016
Excellence Scholarship for County of Madrid 2012-2016
International Mathematics Competition 2013, Bronze Medal

Projects

Missing Semester
- The Missing Semester of Your CS Education
MIT Hacker Tools
- A lecture series on programmer tools taught at MIT IAP 2019
MIT Intro to Deep Learning 2018
- Intro crash course on Deep Learning techniques
Awesome Dark
- Curated list of Dark theme modes for apps and websites
LED Cube 8x8x8
- Designed, built and coded a 3D LED cube, it has 3D Snake
DTWpy
- Python library for fast and parallel computation of Dynamic Time Warping
dotfiles
- Personal configuration files