CS-677

CS677-Fall 2020
Syllabus
Deep Learning and AI
The Learning Problem
- Learning Examples
- Regression Task
- Classification Task
  - Logistic Regression
- Maximum Likelihood
- Bayesian Inference
  - Interpreting Test Outcomes
- Optimization Algorithms
  - Stochastic Gradient Descent
Introduction to DNNs
Training DNNs
CNNs
Scene Understanding
Sequences and RNNs
NLP
Projects
Resources

seq2seq workshop

Seq2Seq Workshop

Seq2Seq Workshop

For high level Keras APIs, please go through this notebook.

Seq2Seq Workshop