Deep_Neural_Networks_From_Scratch

Timeline and files in implementing DNN from scratch

File Description

00- v1.0 - Data preparation file
01- v1.1 - Logistic Regression and 2 Layer Shallow Neural Network (sigmoid -> sigmoid)
02- Data augmentation (increasing dataset, thus creating new dataset)
03- v1.1.1 - v1.1 with new dataset
04- v1.2 - shallow nn implementation (relu -> sigmoid) on original dataset
05- v1.2.1 - v1.2 with new dataset (relu -> sigmoid)
06- v1.3 - deep nn with original dataset ((n-1)relu -> sigmoid)
07- v1.3.1 - deep nn with new dataset
08- v1.3.2 - v1.3.1 with He/Xavier initialization and Dropout regularization (failed)
09- v1.3.3 - v1.3.1 with He/Xavier Initialization
10- v1.4 - DNN with He/Xavier initialization and Adam optimizer
11- v_1.1 - 3 classes instead of 2
12- v_1.1.1 - softmax function changed
13- v_1.2 - uses adam optimizer
14- v_1.2.1 - now 7 classes,with adam optimizer

Dataset from - Dog Dataset

Code Snippets from

Inspired by - Andrew Ng

Project partner- Rahul Lamge

Name		Name	Last commit message	Last commit date
Latest commit History 5 Commits
.ipynb_checkpoints		.ipynb_checkpoints
dataset		dataset
images		images
00-Dog Breed_v1.0 .ipynb		00-Dog Breed_v1.0 .ipynb
01-Dog Breed_v1.1.ipynb		01-Dog Breed_v1.1.ipynb
02-Data_Boom_Boom.ipynb		02-Data_Boom_Boom.ipynb
03-Dog Breed_v1.1.1.ipynb		03-Dog Breed_v1.1.1.ipynb
04-Dog Breed_v1.2.ipynb		04-Dog Breed_v1.2.ipynb
05-Dog Breed_v1.2.1.ipynb		05-Dog Breed_v1.2.1.ipynb
06-Dog Breed_v1.3.ipynb		06-Dog Breed_v1.3.ipynb
07-Dog Breed_v1.3.1.ipynb		07-Dog Breed_v1.3.1.ipynb
08-Dog Breed_v1.3.2.ipynb		08-Dog Breed_v1.3.2.ipynb
09-Dog Breed_v1.3.3.ipynb		09-Dog Breed_v1.3.3.ipynb
10-Dog Breed_v1.4.ipynb		10-Dog Breed_v1.4.ipynb
11-Dog Breed Softmax v_1.1.ipynb		11-Dog Breed Softmax v_1.1.ipynb
12-Dog Breed Softmax v_1.1.1.ipynb		12-Dog Breed Softmax v_1.1.1.ipynb
13-Dog Breed Softmax v_1.2.ipynb		13-Dog Breed Softmax v_1.2.ipynb
14-Dog Breed Softmax v_1.2.1.ipynb		14-Dog Breed Softmax v_1.2.1.ipynb
15-Complete Project.ipynb		15-Complete Project.ipynb
16-DIY_Skeleton.ipynb		16-DIY_Skeleton.ipynb
17-Tf_practice_v1.0.ipynb		17-Tf_practice_v1.0.ipynb
README.md		README.md