https://github.com/voorhs/dl-practice
Pen trial in various DL tasks
https://github.com/voorhs/dl-practice
aimasters lightning lomonosov-msu pytorch
Last synced: 3 months ago
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Pen trial in various DL tasks
- Host: GitHub
- URL: https://github.com/voorhs/dl-practice
- Owner: voorhs
- Created: 2023-05-31T00:24:32.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2024-01-02T02:27:12.000Z (over 1 year ago)
- Last Synced: 2024-12-29T00:12:23.004Z (5 months ago)
- Topics: aimasters, lightning, lomonosov-msu, pytorch
- Language: Jupyter Notebook
- Homepage:
- Size: 43.8 MB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# dl-practice
| Task | Tags | Link | Source |
| --------------------- | ------------------------------------------------------------ | ------------------------------------------------------------ | --------------------- |
| custom nn modules | numpy, scipy, back-prop | [here](https://github.com/voorhs/dl-practice/tree/main/numpy-nn) | [University assignment](https://github.com/mmp-practicum-team/mmp_practicum_spring_2023/blob/main/Tasks/Task%2001/task_01.ipynb) |
| image classification | MLP, custom CNNs | [here](https://github.com/voorhs/dl-practice/tree/main/image-classification-mnist-cifar) | — |
| image segmentation | UNet, advanced logging | [here](https://github.com/voorhs/dl-practice/tree/main/image-segmentation) | [University assignment](https://github.com/mmp-practicum-team/mmp_practicum_spring_2023/blob/main/Tasks/Task%2002/task_02.ipynb) |
| text classification & language modeling | LSTM, various dropout techniques | [here](https://github.com/voorhs/dl-practice/tree/main/rnn-text-classification-language-modeling) | [University assignment](https://github.com/mmp-practicum-team/mmp_practicum_spring_2023/blob/main/Tasks/Task%2003/task_03.ipynb) |
| object detection | OpenCV, VGG | [here](https://github.com/voorhs/dl-practice/tree/main/object-detection) | University assignment |
| image self-supervision | BYOL | [here](https://github.com/voorhs/dl-practice/tree/main/byol) | University assignment |
| dialogue response selection | DGAC, text embedding, contrastive learning | [here](https://github.com/voorhs/dl-practice/tree/main/response-selection) | — |
| custom nn modules and optimizer | torch, back-prop, Adam | [here](https://github.com/voorhs/dl-practice/tree/main/back-prop) | AIMasters DL course |
| image classification | ResNet, EfficientNet | [here](https://github.com/voorhs/dl-practice/tree/main/image-classification-tiny-image-net) | AIMasters DL course |
| object detection | SSD, VGG, ResNet | [here](https://github.com/voorhs/dl-practice/tree/main/object-detection) | AIMasters DL course |
| optical character recognition | CNN, RNN, CTC loss | [here](https://github.com/voorhs/dl-practice/tree/main/crnn-text-recognition) | AIMasters DL course |
| optical character recognition | CNN, seq2seq Transformer, greedy decoding | [here](https://github.com/voorhs/dl-practice/tree/main/transformer-text-recognition) | AIMasters DL course |
| visual question answering | CLIP | [here](https://github.com/voorhs/dl-practice/tree/main/vqa) | Qualifying stage of [competition](https://yandex.ru/profi/) |
| text clustering | YouTube Data API, KMeans, MPNet | [here](https://github.com/voorhs/dl-practice/tree/main/youtube-comments) | [popular content maker](https://www.youtube.com/c/SonixFan) |