https://github.com/devamoghs/dl-assignment-1

https://github.com/devamoghs/dl-assignment-1

Last synced: 10 months ago
JSON representation

• Host: GitHub
• URL: https://github.com/devamoghs/dl-assignment-1
• Owner: devAmoghS
• License: mit
• Created: 2022-06-21T09:44:14.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2022-10-15T09:54:03.000Z (about 3 years ago)
• Last Synced: 2025-02-08T16:31:34.144Z (11 months ago)
• Language: Jupyter Notebook
• Size: 3.25 MB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# DL-Assignment-1

## Making a model to detect Pneumonia from X-ray images using Artificial Neural Networks

![Sample Data](https://user-images.githubusercontent.com/16324607/195980147-22124c62-d11b-4f62-b134-2ca5db549bc0.png)

* How to process images as a pandas dataframe ?

* Processing images and applying data augmentation to make new training data

* Designing an architecture to perform decent classification

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/devamoghs/DL-Assignment-1/blob/main/DLAssignment1_Q1_Group255-Final.ipynb)

![Accuracy Plot](https://user-images.githubusercontent.com/16324607/195980213-2bfad559-61ff-4801-81e0-bea473a4b40c.png)

## Making a minimalistic model to classify Spiral data (XOR dataset) using neural models

![Spiral Dataset](https://user-images.githubusercontent.com/16324607/195979985-66dca8f3-c10e-4028-b62a-48703a94ee21.png)

* How to design a neural network ?

* Impact of adding more layers in a network

* Comparing shallow and deep networks

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/devAmoghS/DL-Assignment-1/blob/main/DLAssignment1_Q2_Group255.ipynb)

![Results](https://user-images.githubusercontent.com/16324607/195980044-9aa4ae0e-06eb-4bc3-85b4-136b54a51750.png)