Electricity prediction- Time Series Forecasting Project (click here to explore)
Tasks:
- Forecasted energy consumption over a given period
- Created a dashboard for customers to view their historical energy usage
Challenges:
- Was my first time working with a time series dataset. Took some time to figure it out
Tricks:
- Used location clusters and Acorn classification to engineer new features
Tools:
- Python(Numpy, Pandas, Seaborn)
- SARIMA models
- Tensorflow(Keras backend) for LSTM
- Voila (dashboard for visualization)
