Part 11: Time Series Analysis & Forecasting
Understanding, modeling, and forecasting temporal data with classical statistical methods and modern machine learning.
Chapters in This Part
Chapter 46: Time Series Fundamentals
Time series data is everywhere: stock prices sampled every second, electricity demand recorded hourly, monthly retail sales, annual GDP figures, and t...
Beginner Intermediate
21 min
Chapter 47: Classical Forecasting: ARIMA & ETS
Time series forecasting is one of the oldest and most practically important problems in quantitative analysis. From inventory planning and energy load...
Intermediate Advanced
19 min
Chapter 48: Machine Learning for Time Series
Classical time-series methods — ARIMA, exponential smoothing, state-space models — deliver interpretable, theoretically grounded forecasts, but they a...
Advanced Expert
24 min