[Paper Review & Implementation] Aggregated Residual Transformations for Deep Neural Networks (ResNeXt, 2017) & Depthwise Separable Convolution

Outlines References Split-Transform-Merge Strategy Equivalent Building Blocks for ResNeXt Basic Building Block (Bottleneck) Comparison with...

2023, Jun 04   —  12 minute read

[Paper Review] Visualizing the Loss Landscape of Neural Nets (Loss Landscape, 2018)

Outlines References Varying Trainability of Networks Architectures Basic Visualizations of Loss Function Filter-Wise Normalizaton Understanding...

2023, Jun 03   —  9 minute read

[Paper Review & Implementation] Deep Residual Learning for Image Recognition (ResNet, 2015) + Interpretation of ResNet as Ensembles of Networks (2016)

Outlines References Issue of Interest : Degradation Skip Connection & Projection Connection ResNet Architecture Implementation...

2023, Jun 01   —  19 minute read

[Paper Review & Implementation] Rethinking the Inception Architecture for Computer Vision (GoogleNet/Inception Net v2-3, 2015)

Outlines References Inception v2-v3 Architecture Label Smoothing Implementation with PyTorch Model Summary Forward Pass References...

2023, May 24   —  19 minute read

[Paper Review & Implementation] Going deeper with convolutions (GoogleNet/Inception Net v1, 2014)

Outlines References Inception V1 Architecture Implementation with PyTorch Model Summary Forward Pass References Going deeper...

2023, May 23   —  14 minute read

[Paper Review & Implementation] Very Deep Convolutional Networks for Large-Scale Image Recognition (VGGNet, 2015)

Outlines References VGGnet Architecture Implementation with PyTorch Model Summary Parameters Forward Pass References VERY DEEP...

2023, May 22   —  8 minute read

[Paper Review] Neural Machine Translation by Jointly Learning to Align and Translate (Attention, 2015)

Outlines Reference Attention for RNN Encoder-Decoder Networks Issue of Interest Model Architectures of BiRNN with...

2023, May 21   —  4 minute read

[cs231n 2021] Assignments 3 : Implementation of Vanilla RNNs, LSTN, Transformer, GAN

CS231n 2021: Convolutional Neural Networks for Visual Recognition Assignment 3 Q1 : FImage Captioning with...

2023, May 18   —  1 minute read

[cs231n 2021] Assignments 2 : Implementation of FC DNN, Batch Normalization, Dropout, Covolutional Networks

CS231n 2021: Convolutional Neural Networks for Visual Recognition Assignment 2 Q1 : Fully-connected Neural Network....

2023, May 07   —  1 minute read

[cs231n 2021] Assignments 1 : Implementation of KNN, SVM Loss, Softmax Loss, Two Layer DNN

CS231n 2021: Convolutional Neural Networks for Visual Recognition Assignment 1 Q1 : k-Nearest Neighbor classifier....

2023, May 01   —  1 minute read