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
Closes: #704 [Project Addition] Speech Sentiment Analysis using DL
Describe the add-ons or changes you've made š
Wrote code for preprocessing and loading images from train_images, indiced emotions from dataframe, ecoded and turned labels into probability distributions, created models including custom as well as pre-trained models, like ResNet-50, VGG16 and so on.
Type of change āļø
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? āļø
Models
Accuracy
Loss
ResNet-50
48.00%
1.0630
InceptionV3
84.00%
0.4533
CNN
94.00%
0.2254
VGG16
90.00%
0.3243
EfficientNetB7
42.00%
1.0812
DenseNet-121
82.00%
0.7257
Xception
86.00%
0.5171
Checklist: āļø
[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 š”
Issue Title : #704 [Project Addition] Speech Sentiment Analysis using DL
Closes: #704 [Project Addition] Speech Sentiment Analysis using DL
Describe the add-ons or changes you've made š
Wrote code for preprocessing and loading images from train_images, indiced emotions from dataframe, ecoded and turned labels into probability distributions, created models including custom as well as pre-trained models, like ResNet-50, VGG16 and so on.
Type of change āļø
What sort of change have you made:
How Has This Been Tested? āļø
Checklist: āļø