knets

I aim to build a simple Neural Network from scratch based on PyTorch. The sole objective is to understand the fundamentals of deep learning and to understand the backend implementation of the code.

Usage

You need to install a few libraries to execute these codes. The dependencies are mentioned in requirements.txt and environment.yml. Please take a look!

Install

pip install knets

Build from source

Clone the repository

git clone https://github.com/khushi-411/knets.git
cd knets

Create a virtual Conda environment:
```
conda env create -f environment.yml
```
Install dependencies:
```
pip install -r requirements.txt
```
Build project:
```
python -m build --sdist --wheel .
```
Install:
```
pip install .
```

References

Wikipedia’s article on Neural Network.
The code heavily rely on PyTorch.
To plot the graph’s I referred Matplotlib.
The code is highly inspired by Morvan Zhou’s work on simple neural network.
Good Read: d2l.ai.
CSV Dataset is taken from MNIST datset.