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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. New LSTM Model Boosts Long-term Time Series Forecasting Accuracy

   A new LSTM model, sLSTM, is introduced to improve long-term time series forecasting accuracy. It's evaluated on benchmark datasets and compared to other state-of-the-art methods.

   2024-08-27 Tags: lstm, time series, machine learning, rnn by klotz
3. Lambda layers - Recurrent Neural Networks for Time Series | Coursera

   2019-08-06 Tags: time series, rnn, lstm, coursera by klotz
4. LSTM Autoencoder for Extreme Rare Event Classification in Keras

   2019-05-19 Tags: lstm, time series, anomaly detection by klotz
5. Anomaly Detection with Time Series Forecasting – Towards Data Science

   2019-03-04 Tags: arima, anomaly, time-series, machine learning, forecasting, lstm by klotz
6. An Introduction on Time Series Forecasting with Simple Neura Networks & LSTM

   2019-02-12 Tags: lstm, time series, howto by klotz
7. [1811.01824] Structured Neural Summarization

   2018-11-11 Tags: intuition, graph, lstm, deep learning, time series by klotz
8. 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
9. A Gentle Introduction to LSTM Autoencoders

   2018-11-05 Tags: lstm, auto-encoder, time-series, machine learning by klotz
10. “Using LSTMs For Stock Market Predictions (Tensorflow)”

    2018-09-16 Tags: lstm, time series, prediction, medium, tensorflow by klotz

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