PhD in Data Science

An NRT-sponsored program in Data Science

Areas & Faculty


Machine Learning and Perception

  • Audio Processing
  • Computer Vision
  • Data Annotation and Crowdsourcing
  • Deep Learning
  • Image Processing
  • Natural Language Processing
  • Probabilistic Modeling
  • Reinforcement Learning


Bowman | Bruna | Cho | Dhar | Fergus | Fernandez-Granda | Geras | Gureckis | Han | He | Lei | Kempe | Lake | Laurière | LeCun | Lindsay | Ling | Linzen | McFee | Niles-Weed | Ranganath | Ren | Savin | Silva | Simoncelli | Wilson | Zanna

Science and Applications

  • Biology
  • Business
  • Climate
  • Linguistics
  • Neuroscience
  • Physics
  • Political Science
  • Psychology
  • Sports
  • Urban


Bonneau | Bowman | Bruna | Freire | Geras | Gureckis | Kempe | Lake | Lindsay | Linzen | Savin | Silva | Simoncelli | Wilson | Zanna

Theory

  • High-Dimensional Statistics
  • Inverse Problems
  • Optimization
  • Probabilistic Modeling
  • Theory of Deep Learning


Bruna | Fernandez-Granda | Han | Lei | Kempe | Laurière | Ling | Niles-Weed | Wilson

Data Engineering & Data Visualization

  • AutoML
  • Big Data
  • Explainable Artificial Intelligence
  • Visualization


Freire | Silva | Stoyanovich

Medical School Track

  • Automatic Diagnostics
  • Medical Imaging
  • Sensor Analytics
  • Image Processing


Cho | Fernandez-Granda | Geras | Ranganath | Silva | Wilson

Responsible Data Science

  • Algorithmic Fairness & Diversity
  • Data Governance
  • Ethics and Legal Compliance
  • Reproducibility
  • Transparency & Interpretability


Dhar | Freire | Lindsay | Stoyanovich

PhD Advisory Group

  • Richard Bonneau
  • Sam Bowman
  • Joan Bruna
  • Kyunghyun Cho
  • Vasant Dhar
  • Rob Fergus
  • Carlos Fernandez-Granda
  • Juliana Freire
  • Krzysztof Jerzy Geras
  • Todd Gureckis
  • Yanjun Han
  • He He
  • Julia Kempe
  • Brenden Lake
  • Yann LeCun
  • Qi Lei
  • Grace Lindsay
  • Tal Linzen
  • Brian McFee
  • Jonathan Niles-Weed
  • Rajesh Ranganath
  • Mengye Ren
  • Cristina Savin
  • Claudio Silva
  • Eero Simoncelli
  • Julia Stoyanovich
  • Andrew Wilson
  • Laure Zanna