https://github.com/unit8co/darts
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Tip revision: cc10386c5d2bfd989142867f56def914745c9a62 authored by LeoTafti on 28 October 2020, 07:29:44 UTC
Release 0.4.0
Tip revision: cc10386
TODO.md
# Forecasting
- seq2seq (https://www.youtube.com/watch?v=VYpAodcdFfA)

# Regression
- Gaussian processes (http://www.gaussianprocess.org/gpml/chapters/RW2.pdf)
- Quantile regression forest

# Backtesting
- Parameterize the moving window
- Track weights history in `backtest_regression()`

# TimeSeries
- Multivariate TimeSeries
- Support categorical time series

# TimeSeries Generation
The following could be useful TimeSeries:
- Time of day, day of week, week of month, month of year, etc
- Indicator variable for holidays (1 during holidays 0 else) in many regions
- Indicator for quarters

# Metrics
- Correlation coefficient

# Utils
- More data processing: moving average, filters, ...
- A function such as `checkresiduals()` used here https://otexts.com/fpp2/regression-evaluation.html

# Vizualisation
- seasonal plots (incl polar)
- scatterplots (for multivariate) and scatterplot matrix

# Others
- Collection of datasets
- Hierarchical reconciliation
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