semvec/pypi-packages huggingface dataset:
Perceptron-pypi-vishalbansal-1650 0.0.5
It is an implmentation of perceptron
Requires Python: >=3.7

# Perceptron_pypi
python package indexing for Perceptron implemetation

# How to use 

```python
pip install Perceptron-pypi-vishalbansal-1650
```
```python
## Initiate perceptron and fit it
model = Perceptron(eta=eta, epochs=epochs)
model.fit(x,y)
```
```python
## Prepare dataset
x,y = prepare_data(df)
```
```python
## Save model file
save_model(model,modelName)
```
```python
## Save plot
save_plot(df,plotName,model)
```


# URL for pypi

[Perceptron pypi page](https://pypi.org/project/Perceptron-pypi-vishalbansal-1650/)

# References 

[Python Documentation for pypi](https://packaging.python.org/tutorials/packaging-projects/)


[Offical docs for GitHub Actions](https://docs.github.com/en/actions/automating-builds-and-tests/building-and-testing-python#publishing-to-package-registries)
stainaug 0.0.4
A tool for H&E image augmentation
Requires Python: >=3.6
Keywords: H&E stain augmentation

![example augmentation](https://github.com/estorrs/stainaug/blob/master/images/example.png)

A lightweight wrapper for image normalization implemented by [DIAGNijmegen](https://github.com/DIAGNijmegen/pathology-he-auto-augment), which used deconvolution based methods from [Faryna et al.](https://2021.midl.io/proceedings/faryna21.pdf) and [Tellez et al.](https://www.spiedigitallibrary.org/conference-proceedings-of-spie/10581/2293048/HE-stain-augmentation-improves-generalization-of-convolutional-networks-for-histopathological/10.1117/12.2293048.full?SSO=1).

#### Installation

```bash
pip install stainaug
```

#### Basic Usage

```python
import PIL.Image as Image
import numpy as np

from stainaug import Augmentor

# read in image
image_filepath = </path/to/image.jpeg>
img = np.asarray(Image.open(image_filepath))

# initialize augmentor
augmentor = Augmentor()

# transform image
augmented_img = augmentor.augment_HE(img)
```

#### Examples

For more examples see notebook [here](https://github.com/estorrs/stainaug/blob/master/examples/example.ipynb)