Templates of statistical and DL forecasting on some synthetic data and lastly predicting sunspot using kaggle sunspot dataset.
- Data Preparation - Preparing the data for time series prediction
- Statistical Forecast - Statistical forecasting approach using moving average.
- Single layer Neural Network - Simple one layer NN implementation.
- Deep Neural Network - DNN implementation with Learning rate scheduler.
- Recurrent Neural Network - RNN with Lambda layer.
- Long Short Term Memory - LSTM implementation.
And lastly sunspot forecasting with Conv1D Layer including all above.
- Sunspot Forecasting - Sunspot Forecasting.