DATA SCIENCE / TIME-SERIES FORECASTING

HCrystalBall — a unified interface to time-series forecasting

Python’s time-series forecasting eco-system under the scikit-learn compatible umbrella.

Michal Chromčák
Jul 11 · 5 min read
HCrystalBall logo
HCrystalBall logo
A python time-series forecasting library
Image for post
Image for post
GitHub of HCrystalBall

HCrystalBall in action

Loading the data

Loading sales data in the required format
Peak on the data
Peak on the data
Peak on the data

Defining search space

Defining model selector
Defining search space

Running model selection

Running model selection

Visualize results

Performance of cross-validation winning models for 2 partitions
Performance of cross-validation winning models for 2 partitions
Performance of cross-validation winning models for 2 partitions
Content of ms.results[0].df_plot
Content of ms.results[0].df_plot
Content of ms.results[0].df_plot

Using wrappers

Data format

Data format on the wrapper layer

Pipelines

Using wrappers, ensembles and transformers in pipelines

Fit, predict, visualize

Fit, predict, merge, visualize
Pipeline’s performance on the last 10 days
Pipeline’s performance on the last 10 days
Pipeline’s performance on the last 10 days

What’s next?

Final word

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