https://github.com/vzhou842/cnn-from-scratch

A Convolutional Neural Network implemented from scratch (using only numpy) in Python.
https://github.com/vzhou842/cnn-from-scratch

computer-vision convolutional-neural-networks guide machine-learning neural-network python

Last synced: about 2 months ago
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A Convolutional Neural Network implemented from scratch (using only numpy) in Python.

• Host: GitHub
• URL: https://github.com/vzhou842/cnn-from-scratch
• Owner: vzhou842
• License: mit
• Created: 2019-05-22T02:32:42.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2022-06-21T22:00:29.000Z (about 2 years ago)
• Last Synced: 2024-07-11T09:43:30.174Z (2 months ago)
• Topics: computer-vision, convolutional-neural-networks, guide, machine-learning, neural-network, python
• Language: Python
• Homepage: https://victorzhou.com/blog/intro-to-cnns-part-1/
• Size: 15.6 KB
• Stars: 262
• Watchers: 10
• Forks: 96
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• awesome-learning - Tutorial for CNN - Most recommended, the easiest tutorial for CNN, or [Neural network from scratch](https://github.com/vzhou842/neural-network-from-scratch). (Learning)

README

        
# A Convolution Neural Network (CNN) From Scratch

This was written for my 2-part blog post series on CNNs:

- [CNNs, Part 1: An Introduction to Convolution Neural Networks](https://victorzhou.com/blog/intro-to-cnns-part-1/)

- [CNNs, Part 2: Training a Convolutional Neural Network](https://victorzhou.com/blog/intro-to-cnns-part-2/)

To see the code (forward-phase only) referenced in Part 1, visit the [forward-only](https://github.com/vzhou842/cnn-from-scratch/tree/forward-only) branch.

## Usage

Install dependencies:

```bash

$ pip install -r requirements.txt

```

Then, run it with no arguments:

```bash

$ python cnn.py

$ python cnn_keras.py

```

You can also [run this code in your browser](https://repl.it/@vzhou842/A-CNN-from-scratch-Part-2).

## More

You may also be interested in [a Neural Network implemented from scratch in Python](https://github.com/vzhou842/neural-network-from-scratch), which was written for my [introduction to Neural Networks](https://victorzhou.com/blog/intro-to-neural-networks/).