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DeepLearning

Contains HW assignment for Stanford CS231n Convolutional Neural Networks for Visual Recognition and UvaCS4501 Special Topics in CS: Computer vision

CS231n:

Homework 1

Implement K nearest neighbor, SVM, SoftMax, two-layer network.

Homework 2

Implement batchnorm, relu, dropout and maxpool

Homework 3

Implement DCGAN, style transfer, and LSTM captioning

CS4501:

Homework 1

Introduction to numpy

Homework 2

Canny edge detector, Harris corner detector, SIFT descriptor

Homework 3

Dense Stereo: disparity map, depth recovery, texture mapping

Homework 4

Implement KNN and Softmax classifier

Homework 5

Convolutional neural nets: train a self-desigand model on CIFAR 10 and a custom dataset. Finetune Resnet50 on MSCOCO dataset.

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