├── .gitignore ├── Data └── .gitignore ├── Module1 ├── Hands-on-Labs │ ├── Assignment_1D_Convolutional_Neural_Network.ipynb │ ├── Assignment_1D_Convolutional_Neural_Network_Solution.ipynb │ ├── Lab_Convolutional_Neural_Network.ipynb │ └── Lab_Fully_Connect_Network_on_Keras ipynb ├── M1.1 Introduction to the course.pdf ├── M1.2 Machine Learning for Financial Time Series Prediction.pdf ├── M1.3 Review on Deep Learning.pdf ├── M1.4 Convolutional Neural Network.pdf └── README.md ├── Module2 ├── Hands-on-Labs │ ├── Assignment_Recurrent_Neural_Network.ipynb │ ├── Assignment_Recurrent_Neural_Network_Solution.ipynb │ ├── Assignment_Various_Outcome_Crypto_Currency_Prediction.ipynb │ ├── Assignment_Various_Outcome_Crypto_Currency_Prediction_Solution.ipynb │ ├── Lab_Preprocessing_for_Cryptocurrency_Data.ipynb │ ├── Lab_Recurrent Neural Network.ipynb │ ├── Lab_Save_and_Load_Model.ipynb │ ├── Lab_Simple_RNN_Model_for_Crypto_Currency_Prediction.ipynb │ └── Lab_Tensorboard_on_Google_Colab.ipynb ├── M2.1 Tensorboard on Google Colab.pdf ├── M2.2 Save and Load Model on Google Colab.pdf ├── M2.3 Recurrent Neural Network.pdf ├── M2.4 Preprocessing for Cryptocurrency Data.pdf └── README.md ├── Module3 ├── Hands-on-Labs │ ├── Assignment_CNN_Encoder_LSTM_with_Orderbook_Data.ipynb │ ├── Assignment_CNN_Encoder_LSTM_with_Orderbook_Data_Solution.ipynb │ ├── Assignment_Compare_FNN_CNN_RNN_Model_with_Orderbook_Data.ipynb │ ├── Assignment_Compare_FNN_CNN_RNN_Model_with_Orderbook_Data_Solution.ipynb │ ├── Assignment_Measure_Performance_of_Your_Own_Neural_Network_Model.ipynb │ ├── Assignment_Measure_Performance_of_Your_Own_Neural_Network_Model_Solution.ipynb │ ├── Lab_CNN_LSTM_Architecture.ipynb │ ├── Lab_Hyperparamter_tuning.ipynb │ └── Lab_Orderbook_Data_Exploration.ipynb ├── M3.1 Crypto Exchange Price Prediction using Limit Order Book.pdf ├── M3.3 Important Metrics for Financial Time Series Prediction.pdf ├── M3.5 Hyperparameter tuning, Regularization and Optimization.pdf └── README.md ├── Module4 ├── Hands-on-Labs │ ├── Assignment_Improving_Performance_by_Wavelets_Denoising.ipynb │ ├── Assignment_Improving_Performance_by_Wavelets_Denoising_Solution.ipynb │ ├── Assignment_Stacked_Autoencoders_to_Extract_Features_from_Data.ipynb │ ├── Lab_Stacked_Auto_Encoder.ipynb │ ├── Lab_Stacked_Autoencoder_LSTM.ipynb │ ├── Lab_Wavelets_in_Python.ipynb │ └── assignment_your_own_neural_network_model.ipynb ├── M4.1 Wavelet Stacked Autoencoder LSTM.pdf └── README.md ├── Q&A ├── General_Question.md ├── Module1.md ├── Module2.md ├── Module3.md ├── Module4.md └── README.md └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jonghkim/financial-time-series-prediction-v2/HEAD/.gitignore -------------------------------------------------------------------------------- /Data/.gitignore: -------------------------------------------------------------------------------- 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