# CS231n

**Repository Path**: Great_Z/CS231n

## Basic Information

- **Project Name**: CS231n
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-02-05
- **Last Updated**: 2021-03-02

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# CS231n Assignments Solutions Spring 2020

The last weeks I have been following the course of Stanford [CS231n: Convolutional Neural Networks for Visual Recognition](http://cs231n.stanford.edu/index.html) and this repository is a compilation of my solutions for the assignments proposed on the course.

In each folder you will find a README.md file with the instructions for the assignments, the same that you can find on the page of the course. I totally recommend using [Google Colab](https://colab.research.google.com/) to complete the assignments!  

###  Assignment 1

- [k-Nearest Neighbor](https://github.com/israfelsr/CS231n/blob/master/assignment1/knn.ipynb)
- [Support Vector Machines](https://github.com/israfelsr/CS231n/blob/master/assignment1/svm.ipynb)
- [Softmax Classifier](https://github.com/israfelsr/CS231n/blob/master/assignment1/softmax.ipynb)
- [Two-Layer Neural Network](https://github.com/israfelsr/CS231n/blob/master/assignment1/two_layer_net.ipynb)
- [Image Features](https://github.com/israfelsr/CS231n/blob/master/assignment1/features.ipynb)


### Assignment 2

- [Fully Connected Networks](https://github.com/israfelsr/CS231n/blob/master/assignment2/FullyConnectedNets.ipynb)
- [Batch Normalization](https://github.com/israfelsr/CS231n/blob/master/assignment2/BatchNormalization.ipynb)
- [Dropout](https://github.com/israfelsr/CS231n/blob/master/assignment2/Dropout.ipynb)
- [Convolutional Networks](https://github.com/israfelsr/CS231n/blob/master/assignment2/ConvolutionalNetworks.ipynb)
- [Tensorflow](https://github.com/israfelsr/CS231n/blob/master/assignment2/TensorFlow.ipynb) / [Pytorch](https://github.com/israfelsr/CS231n/blob/master/assignment2/PyTorch.ipynb)

### Assignment 3
- [RNN Captioning](https://github.com/israfelsr/CS231n/blob/master/assignment3/RNN_Captioning.ipynb)
- [LSTM Captioning](https://github.com/israfelsr/CS231n/blob/master/assignment3/LSTM_Captioning.ipynb)
- Network Visualization ([Tensorflow](https://github.com/israfelsr/CS231n/blob/master/assignment3/NetworkVisualization-TensorFlow.ipynb) / [Pytorch](https://github.com/israfelsr/CS231n/blob/master/assignment3/NetworkVisualization-PyTorch.ipynb))