Homework code and note of Machine Learning (2023 spring) taught by Hung-yi Lee (李宏毅).
- Huibin's homework code and note
| Homework | Model | Material |
|---|---|---|
| HW01 COVID-19 Cases Prediction | Regression | Code |
| HW02 Phoneme Classification | DNN | Code |
| HW03 Image Classification | CNN | Code |
| HW04 Speaker Identification | Transformer | Code |
| HW05 Machine Translation | Transformer | |
| HW06 Anime Face Generation | Generative Model | |
| HW07 Question Answering | BERT | |
| HW08 Auto-encoder Anomaly Detection | Autoencoder | |
| HW09 Explainable AI | CNN, BERT, LIME | |
| HW10 Adversarial Attack | pytorchcv, FGSM, IFGSM, MIFGSM, DIM |
|
| HW11 Domain Adaptation | DaNN, transformer | |
| HW12 Reinforcement Learning | DQN | |
| HW13 Network Compression | knowledge distillation | |
| HW14 Life-long Learning | EWC (Elastic Weight Consolidation) | |
| HW15 Meta Learning | FO-MAML, MAML |