Streaming datasets
Course Content
0 / 32 completedIntroduction
What you should know
Model walkthrough
GitHub Codespaces
What are batch features
Getting started with batch features in Codespaces
Making predictions with our model
Challenge Feature X
Advantages and disadvantages of batch forecasting
Building a store for batch features
Training our model to predict
Solution Feature X
What are near real-time systems
Requirements for near real-time forecasting systems
Recalculating features
Frequency considerations
Online prediction
End-to-end example
Advantages and disadvantages of near real-time
Challenge Feature Y
Solution Feature Y
Requirements of real-time forecasting systems
Streaming datasets
What are real-time forecasting systems
Online features
Real-time forecasting and latency considerations
Challenge Feature Z
Advantages and disadvantages of real-time forecasting
Solution Feature Z
Evaluating forecasting models
Best practices for retraining time series models
Next steps for AI forecasting