https://github.com/vfdev-5/pytorch-my_examples
PyTorch framework - my examples
https://github.com/vfdev-5/pytorch-my_examples
Last synced: 10 months ago
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PyTorch framework - my examples
- Host: GitHub
- URL: https://github.com/vfdev-5/pytorch-my_examples
- Owner: vfdev-5
- Created: 2017-10-19T20:48:40.000Z (over 8 years ago)
- Default Branch: master
- Last Pushed: 2017-12-22T12:22:41.000Z (over 8 years ago)
- Last Synced: 2024-12-15T14:09:03.684Z (over 1 year ago)
- Language: Jupyter Notebook
- Size: 9.85 MB
- Stars: 4
- Watchers: 3
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# PyTorch framework tutorials
*My examples to start with PyTorch*
## Content
- *Basics*:
- basic examples of tensor manipulations with PyTorch
- visual dataflow check
- *Cifar10* Classification
- Setup dataflow
- Setup model
- Training/Inference
- *Siamese Networks* one-shot learning
- Model
- Omniglot dataflow
- Training
- One-shot learning evaluation
## Dependencies
Notebooks use Python3 kernel
### PyTorch
To run tutorial notebooks, install
```
pip3 install http://download.pytorch.org/whl/cu80/torch-0.2.0.post3-cp35-cp35m-manylinux1_x86_64.whl
pip3 install torchvision
```
for other platforms/options see [official site](pytorch.org)
### Other packages
- tqdm
- opencv
- numpy
- matplotlib
- seaborn
## Datasets
### CIFAR10
We use CIFAR10 dataset in the tutorial (python batches) that can be downloaded from:
```
http://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz
```
or using `torchvision.datasets.CIFAR10`
### Omniglot
We use Omniglot dataset in SiameseNetworks tutorial that can be downloaded from github.
In the notebooks we provide some commands to download it locally.