A collection of code and solutions for problem sets completed for SUT CS22860 Deep Learning course. All problems are available at the official website of the course.
Topics include:
- Regression
- Regularization
- Estimation
- Maximum Likelihood Estimation (MLE) & Maximum A Posteriori (MAP)
- James-Stein Estimator
Topics include:
- Computational Graph
- Backpropagation
- Stochastic Gradient Descent
- Dropout
- Transfer Learning
Topics include:
- Neural Chatbot
- Multi-head Attention
- Traffic Estimation