F4SG: Africast
Sessions
Basics of time series and data structures
Time series patterns and basic graphics
Recap day 1, transforming / adjusting time series
Computing and visualizing features (features)
Basic modeling / forecasting
Forecasting with regression, how to represent temporal structure with regressors
ETS, building on recap of temporal regressors.
ARIMA
Recap forecasting methods, basic training and test accuracy
Advanced performance evaluation: residual diagnostics and cross validation
Schedule
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Time series patterns and basic graphics
11:45-13:15
Date
Monday
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