e4040-2021Spring-project

This is a course project on ECBM E4040 Neural Networks & Deep Learning, taught by Prof. Zoran Kostić in Spring 2021 at Columbia University.

Contributors: Guangchen (Eric) Lan, Zhongyuan Fu. Project Name: FLUG.

See the 'Final Report.pdf' file for more details.

Organization of this directory

The directory tree is shown below.

.\E4040-2021SPRING-PROJECT-FLUG-GL2713-ZF2261

|   README.md  
|           
+---CryptoPrediction_BTC  
|   |   bitcoin2015to2021_close.h5  
|   |   bitcoin2015to2021_close_CNN_2_relu.csv  
|   |   bitcoin2015to2021_close_GRU_1_tanh_relu_.csv  
|   |   bitcoin2015to2021_close_LSTM_1_tanh_leaky_.csv  
|   |   CNN.ipynb  
|   |   data_prepare.ipynb  
|   |   GRU.ipynb  
|   |   LSTM.ipynb  
|   |   README.md  
|   |   
|   +---data  
|   |       README.md  
|   |       
|   +---result  
|   |       bitcoin2015to2021_close_CNN_2_relu_result.png  
|   |       bitcoin2015to2021_close_GRU_1_tanh_relu_result.png  
|   |       bitcoin2015to2021_close_LSTM_1_tanh_leaky_result.png  
|   |       
|   +---weights  
|   +---weights_CNN  
|   \---weights_GRU  
|           
+---CryptoPrediction_ETH  
|   |   CNN.ipynb  
|   |   data_prepare.ipynb  
|   |   ethereum2016to2021_close.h5  
|   |   ethereum2016to2021_close_CNN_2_relu.csv  
|   |   ethereum2016to2021_close_GRU_1_tanh_relu_.csv  
|   |   ethereum2016to2021_close_LSTM_1_tanh_leaky_.csv  
|   |   GRU.ipynb  
|   |   LSTM.ipynb  
|   |   README.md  
|   |   
|   +---data  
|   |       README.md  
|   |       
|   +---result  
|   |       ethereum2016to2021_close_CNN_2_relu_result.png  
|   |       ethereum2016to2021_close_GRU_1_tanh_relu_result.png  
|   |       ethereum2016to2021_close_LSTM_1_tanh_leaky_result.png  
|   |       
|   +---weights_CNN  
|   +---weights_GRU  
|   \---weights_LSTM  
|
+---CryptoPrediction_XMR  
|   |   CNN.ipynb  
|   |   data_prepare.ipynb  
|   |   GRU.ipynb  
|   |   LSTM.ipynb  
|   |   monero2016to2021_close.h5  
|   |   monero2016to2021_close_CNN_2_relu.csv  
|   |   monero2016to2021_close_GRU_1_tanh_relu_.csv  
|   |   monero2016to2021_close_LSTM_1_tanh_leaky_.csv  
|   |   README.md  
|   |   
|   +---data  
|   |       README.md  
|   |       
|   +---result  
|   |       monero2016to2021_close_CNN_2_relu_result.png  
|   |       monero2016to2021_close_GRU_1_tanh_relu_result.png  
|   |       monero2016to2021_close_LSTM_1_tanh_leaky_result.png  
|   |       
|   +---weights_CNN  
|   +---weights_GRU  
|   \---weights_LSTM  
|  
\---CryptoPrediction_XRP  
    |   CNN.ipynb  
    |   data_prepare.ipynb  
    |   GRU.ipynb  
    |   LSTM.ipynb  
    |   README.md  
    |   ripple2016to2021_close.h5  
    |   ripple2016to2021_close_CNN_2_relu.csv  
    |   ripple2016to2021_close_GRU_1_tanh_relu_.csv  
    |   ripple2016to2021_close_LSTM_1_tanh_leaky_.csv  
    |   
    +---data  
    |       README.md  
    |       
    +---result  
    |       ripple2016to2021_close_CNN_2_relu_result.png  
    |       ripple2016to2021_close_GRU_1_tanh_relu_result.png  
    |       ripple2016to2021_close_LSTM_1_tanh_leaky_result.png  
    |       
    +---weights_CNN  
    +---weights_GRU  
    \---weights_LSTM