Class Schedule

Introduction, Bag-of-words, and Multi-layer Perceptron (1/14/2020)

Language Modeling, Efficiency/Training Tricks (1/16/2020)

Convolutional Neural Nets for Text (1/21/2020)

Recurrent Networks for Sentence or Language Modeling (1/23/2020)

Efficiency Tricks for Neural Nets (1/28/2020)

Conditioned Generation (1/30/2020)

Attention (2/4/2020)

Distributional Semantics and Word Vectors (2/6/2020)

Sentence and Contextual Word Representations (2/11/2020)

Debugging Neural Nets (for NLP) (2/13/2020)

Structured Prediction with Local Independence Assumptions (2/18/2020)

Generating Trees or Graphs Incrementally (2/20/2020)

Generating Trees with Dynamic Programs (2/25/2020)

Search-based Structured Prediction (2/27/2020)

Reinforcement Learning (3/3/2020)

Advanced Search Algorithms (3/5/2020)

Spring Break -- No Class! (3/10/2020 and 3/12/2020)

Adversarial Methods for Text (3/17/2020)

Latent Random Variables (3/19/2020)

Unsupervised and Semi-supervised Learning of Structure (3/24/2020)

Emergent Structure in Neural Networks (3/26/2020)

Text Generation (3/31/2020)

Guest Lecture (4/2/2020)

Learning from/for Knowledge Graphs (4/7/2020)

Machine Reading w/ Neural Nets (4/9/2020)

Multi-task Multi-lingual Learning Models (4/14/2020)

Spring Carnival -- No Class!! (4/16/2020)

Poster Presentations (4/21/2020 and 4/23/2020)

Model Interpretation (4/28/2020)

Modeling Long Sequences (4/30/2020)