Deep Learning Simplified is an Open-source repository, containing beginner to advance level deep learning projects for the contributors, who are willing to start their journey in Deep Learning. Devfolio URL, https://devfolio.co/projects/deep-learning-simplified-f013
Wrote code for preprocessing and loading images from dataset, used labels to lock onto features from CSV file, created models including custom CNN as well as pre-trained models, like ResNet50, VGG16 and so on.
Type of change ☑️
What sort of change have you made:
[x] Bug fix (non-breaking change which fixes an issue)
[x] New feature (non-breaking change which adds functionality)
[x] Code style update (formatting, local variables)
[x] Breaking change (fix or feature that would cause existing functionality to not work as expected)
[x] This change requires a documentation update
How Has This Been Tested? ⚙️
Models
Validation MSE
Validation MAE
Test MSE
Test MAE
ResNet-50
0.0022
0.0221
0.0020
0.0218
InceptionV3
0.0023
0.0277
0.0021
0.0273
CNN
0.0015
0.0213
0.0013
0.0214
VGG16
0.0022
0.0262
0.0019
0.0253
MobileNet
0.0023
0.0278
0.0022
0.0280
DenseNet-121
0.0019
0.0245
0.0017
0.0240
Xception
0.0019
0.0240
0.0018
0.0239
Checklist: ☑️
[x] My code follows the guidelines of this project.
[x] I have performed a self-review of my own code.
[x] I have commented my code, particularly wherever it was hard to understand.
[x] I have made corresponding changes to the documentation.
[x] My changes generate no new warnings.
[x] I have added things that prove my fix is effective or that my feature works.
[x] Any dependent changes have been merged and published in downstream modules.
Pull Request for DL-Simplified 💡
Issue Title : #780 Facial Keypoint Detection using DL
Closes: #780 Facial Keypoint Detection using DL
Describe the add-ons or changes you've made 📃
Wrote code for preprocessing and loading images from dataset, used labels to lock onto features from CSV file, created models including custom CNN as well as pre-trained models, like ResNet50, VGG16 and so on.
Type of change ☑️
What sort of change have you made:
How Has This Been Tested? ⚙️
Checklist: ☑️