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Speech, Forecasting and Recommenders Section 070

Time Series and Forecasting

Predicting what comes next when your data arrives in order — sales, sensors, prices and demand.

Every lesson in this section is written by .

12 of 12 lessons published Three reading levels on every lesson

Start with “What is time series data?”

Lessons in order

Work top to bottom. Each lesson assumes the one above it.

  1. What is time series data?
  2. Trend, seasonality and noise
  3. Stationarity
  4. Moving averages
  5. Exponential smoothing
  6. ARIMA
  7. Prophet
  8. Feature engineering for time series
  9. LSTMs for forecasting
  10. Evaluating a forecast
  11. Anomaly detection
  12. Multivariate forecasting