Deep Learning - Recurrent Neural Networks with TensorFlow - Autoregressive Linear Model for Time Series Prediction

Deep Learning - Recurrent Neural Networks with TensorFlow - Autoregressive Linear Model for Time Series Prediction

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Interactive Video

Computers

9th - 12th Grade

Hard

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The video tutorial covers the implementation of an autoregressive linear model for time series prediction. It begins with creating a synthetic sine wave dataset, followed by constructing the dataset for prediction. The tutorial then guides through building and training the model, highlighting the importance of correct data processing. It demonstrates both incorrect and correct forecasting methods, emphasizing the significance of using the right approach. Finally, it explores forecasting with noisy data, showing how the model adapts to noise while maintaining periodicity.

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OPEN ENDED QUESTION

3 mins • 1 pt

What new insight or understanding did you gain from this video?

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