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klotz: time series* + lstm* + deep learning*

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1. Hands-On Attention Mechanism for Time Series Classification, with Python

   This article demonstrates how to use the attention mechanism in a time series classification framework, specifically for classifying normal sine waves versus 'modified' (flattened) sine waves. It details the data generation, model implementation (using a bidirectional LSTM with attention), and results, achieving high accuracy.

   2025-06-01 Tags: deep learning, python, time series, transformers, attention, lstm, classification, production engineering, observability by klotz
2. [1811.01824] Structured Neural Summarization

   2018-11-11 Tags: intuition, graph, lstm, deep learning, time series by klotz
3. HOW FAR HAVE WE GOTTEN IN TIME SERIES PREDICTION, FROM RNN TO LSTM

   2018-11-05 Tags: lstm, time-series, prediction, rnn, deep learning by klotz
4. “Using LSTMs For Stock Market Predictions (Tensorflow)”

   2018-09-16 Tags: lstm, time series, prediction, medium, tensorflow by klotz
5. Time Series Prediction Using LSTM Deep Neural Networks

   2018-09-02 Tags: lstm, time series, prediction, deep learning, keras, tensorflow by klotz

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