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cs231n's Introduction

CS231n Convolutional Neural Networks for Visual Recognition - Assignment Solutions

===============

The course website: http://cs231n.stanford.edu/

You can see more details about experiments in my blog: http://danielcai0429.com/blog/wordpress/index.php/tag/cs231n

  • Assignment #1
    • Q1: k-Nearest Neighbor classifier (20 points) [done!]
    • Q2: Training a Support Vector Machine (25 points) [done!]
    • Q3: Implement a Softmax classifier (20 points) [done!]
    • Q4: Two-Layer Neural Network (25 points) [done!]
    • Q5: Higher Level Representations: Image Features (10 points) [done!]
  • Assignment #2
    • Q1: Fully-connected Neural Network (30 points) [done!]
    • Q2: Batch Normalization (30 points)[done!]
    • Q3: Dropout (10 points)[done!]
    • Q4: ConvNet on CIFAR-10 (30 points)[done!]
  • Assignment #3
    • Q1: Image Captioning with Vanilla RNNs (40 points)[done!]
    • Q2: Image Captioning with LSTMs (35 points)
    • Q3: Image Gradients: Saliency maps and Fooling Images (10 points)
    • Q4: Image Generation: Classes, Inversion, DeepDream (15 points)

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