Deep Learning for Computer Vision, Speech, and Language

Tentative Course Schedule
Date Lectures Other
class 1 (09/04) Liangliang, Course overview 1st homework released
class 2 (09/11) Xiaodong, Kapil: Neural Network Fundamentals and Optimization
class 3 (09/18) Kapil: Language Representation and Recurrent Nets
class 4 (09/25) Xiaodong: Deep Learning for Automatic Speech Recognition -- Part I 1st homework due
class 5 (10/02) Liangliang: Evolvement of Convolutional Networks
Guest lecturer Lei Zhang: Large Scale Face Recongition
class 6 (10/09) Xiaodong: Speech 2rd homework
Student paper presentation
names to be filled, Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition
names to be filled, Towards End-to-End Speech Recognition with Recurrent Neural Networks
names to be filled, Deep Speech: Scaling up end-to-end speech recognition
class 7 (10/16) Xiaodong: Speech Student paper presentation
names to be filled, Acoustic-to-Word LSTM Model for Large Vocabulary Speech Recognition
names to be filled, Listen, Attend and Spell
names to be filled, Toward Human Parity in Conversational Speech Recognition and English Conversational Telephone Speech Recognition by Humans and Machines
class 8 (10/23) Kapil: [NLP] seq2seq, attention, transformers, autoencoders 3rd homework
class 9 (10/30) Liangliang: [Vision] Advanced Vision Topics Student paper presentation
names to be filled, Densely Connected Convolutional Networks
names to be filled, Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour
names to be filled, Matrix capsules with EM routing
names to be filled, One-Shot Face Recognition via Generative Learning
class 10 (11/06) University Holiday (no class)
class 11 (11/13) Kapil:[NLP] Policy gradient, NLP + RL, neural teachers, adversarial losses 4th homework (NLP)
class 12 (11/20) [Vision] Guest lecturer Honghui Shi: Object detection
Guest lecturer Noel Codella: Medical image understanding
class 13 (11/27) Reserved for student presentaton or guest speaker
class 14 (12/04) No class
class 15 (12/11) Final presentations and demos