diff --git a/README.md b/README.md index 87f6b8299d8bf1c9c719592d72a0b2998ebdb47b..3f72a6397fb226bff4e10ae89bd458073aa3086a 100644 --- a/README.md +++ b/README.md @@ -10,3 +10,21 @@ The first 4 folders: 0_python_playground, contain the source codes for developme Generation of Checkerboard, Binary circle, RGB Color Spectrum patterns, Image retrieval using Numpy. +## 1_DL_base + +Development of Basic Optimizer, Base ML Layer, Fully Connected Layer, ReLU Layer, SoftMax layer, CrossEntropy Loss without using any Python ML library. + +## 2_CNN + +Development of Initializers, Advanced optimizers, Flatten Layer, Convolutional Layer, Pooling Layer without using any Python ML library. + +## 3_RNN + +Development of Regularizers, Optimization constraints, Dropout, Batch Normalization, Activation fucntions, Elman Recurrent Neural Network (RNN) without using any Python ML library. + +## 4_Resnet_Solar_panel_defect_Identification + +With the help of Pytorch, Build and train a Resnet Model to determine the defects in different solar panels. + + +