Navdeep Jaitly
Scholar

Navdeep Jaitly

Google Scholar ID: kjMNMLkAAAAJ
Apple
Machine LearningLanguage ModelingSpeech ModelingComputational BiologyRobotics
Citations & Impact
All-time
Citations
33,757
 
H-index
43
 
i10-index
85
 
Publications
20
 
Co-authors
44
list available
Resume (English only)
Academic Achievements
  • - Kaldi Recipe for TIMIT and decoding scripts
  • - PhD Thesis: Exploring Deep Learning Methods for Discovering Features in Speech Signals
  • - INTERSPEECH 2014 paper and code on how multiframe predictions can significantly improve performance of DNN-HMM systems
  • - Paper and presentation slides on creating augmented datasets for training neural networks on audio data (ICML 2013)
  • - Work at Google using Deep Neural Networks for Acoustic Modeling (Interspeech 2013)
  • - Paper on using an autoencoder with deformable template parts to discover features in speech (NIPS 2011 Workshop)
  • - Discovering features in raw speech signals that can be used to achieve high speech recognition accuracy
  • - Cryobayes: An algorithm for 3D Reconstruction of Macromolecular Structure from Electron Cryo Microscopy data
  • - Decon2LS: A software tool for automatic analysis of high resolution mass spectral data
  • - MultiAlign: A software tool for finding mass spectral features common to multiple mass spectral analyses
Research Experience
  • Currently working on new Deep Learning models for sequences, inspired by the recent success of sequence-to-sequence, at Google.
Education
  • Degree: PhD; Institution: University of Toronto; Advisor: Geoffrey Hinton; Field: Computer Science.
Background
  • Research Interests: Machine Learning, Bioinformatics. Background: Recently graduated from the Department of Computer Science at the University of Toronto under the supervision of Geoffrey Hinton. Now a Research Scientist at Google in the Brain team.
Miscellany
  • Contact: Email ndjaitly@cs.toronto.edu; Office located at Pratt Bldg, Room 275, Dept of Computer Science, University of Toronto.