Welcome to Neural Networks @ IUST
The official website for the Neural Networks course at the School of Computer Engineering, Iran University of Science and Technology (IUST). Instructor: Dr. Davoodabadi · Designed by A. H. Hosseini Jebbeli.
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Instructor
Teaching Assistants
Slides & Videos
| # | Title | Slides | Lecture Videos | TA Session Videos |
|---|---|---|---|---|
| Andrew NG | the first four courses | --- --- --- --- | Course(1) Course(2) Course(3) Course(4) | Open |
| A1 | Feedforward, Backpropagation, Optimization | Download(1) Download(2) Download(3) | Open(1) Open(2) Open(3) | Open |
| A2 | Regularization, Dropout, Batch Normalization | Download(1) Download(2) | Open(1) Open(2) | Coming Soon |
| A3 | CNN ,Regularization (Layer norm, FRN, TRU), Keras | Download(1) Download(2) | Open(1) Open(2) | Coming Soon |
| A4 | Recurrent neural network (RNN) | Download | Open | Coming Soon |
| A5 | Attention mechanism, self-attention, S2S | Download | Open | Coming Soon |
| A6 | Transformers, BERT and GPT | Download(1) Download(2) | Open(1) Open(2) | Coming Soon |
Assignments
Homework
- HW1 — Feedforward, Backpropagation, Optimization — Download
- HW2 — Due: TBD — Submission link
- HW3 — Due: TBD — Submission link
- HW4 — Due: TBD — Submission link
- HW5 — Due: TBD — Submission link
- HW6 — Due: TBD — Submission link
- HW7 — Due: TBD — Submission link
Quiz
- Quiz1 — Due: TBD — Submission link
- Quiz2 — Due: TBD — Submission link
- Quiz3 — Due: TBD — Submission link
- Quiz4 — Due: TBD — Submission link
- Quiz5 — Due: TBD — Submission link
- Quiz6 — Due: TBD — Submission link
- Quiz7 — Due: TBD — Submission link
Course Policy
Full policy PDF: policy_NN4041_by_dr.Davoodabadi.pdf
Assessment
- Assignments: 55%
- Midterm: 20%
- Final: 25%
- Extra: 15%
Social Links & Course Resources