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Time Series & Forecasting

Classical and deep learning methods for temporal data

4 lessons185 min totaladvanced

Time Series Fundamentals

Components, stationarity, autocorrelation, and proper train/test splitting

2 exercisesQuiz40m

Classical Forecasting Methods

ARIMA, SARIMA, exponential smoothing, and Prophet

2 exercisesQuiz50m

Deep Learning for Time Series

LSTM, GRU, sequence-to-sequence, and temporal convolutional networks

2 exercisesQuiz50m

Modern Forecasting Methods

Transformer-based models, N-BEATS, foundation models, and probabilistic forecasting

2 exercisesQuiz45m

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