identify Dance Form Hackerearth

This repository contains code related to hackerearth deep learning challenge - Identify Dance form

This includes setting up appropriate augmnetaions that can be made and the DataGenerator class that yields the appropriate images for the given batch size.

Dance Forms

1. Manipuri
2. Bharatanatyam
3. Odissi
4. Kathakali
5. Kathak
6. Sattriya
7. Kuchipudi
8. Mohiniyattam

Augmentations available

• Rotation
• Scaling up
• Scaling down
• Horizontal flip

Deep learning models used

Model	Training Accuracy	Validation Accuracy
VGG19	13.9%	4.8%
ResNet50	92.7%	41.6%
InceptionV3	96.8%	65.2%
InceptionResNetV2	94.2%	47.4%
MobileNetV2	95.5%	13.9%
InceptionV3 with callback and L1	96.6%	50.1%
InceptionV3 with above and Normalization	98.2%	73.97%
DeXpression	98.7%	61.4%