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LSTM for Time Series Forecasting
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In this list you will learn about LSTM networks and apply it to simple time series forecasting problems
Potential Use Cases
Time Series Forecasting
Who is This For ?
People familiar with other ML algorithms and Tensorflow
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to see details.
1. Understanding LSTM networks
Why do we need LSTM Networks?
How LSTM cells work?
What is the core idea behind LSTMs?
2. LSTM cell implementation in PyTorch
How to implement LSTM equations in PyTorch?
3. Univariate Time Series Forecasting Application
How to apply LSTMs for univariate time series forecasting?
4. Multivariate Time Series Forecasting Application
How to apply LSTMs for multivariate time series forecasting?
5. Multi-step ahead forecasting with Application
How to apply LSTMs for multi-step ahead time series forecasting?