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1. 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
2. Deep Learning Illustrated, Part 5: Long Short-Term Memory (LSTM)

   An illustrated and intuitive guide on the inner workings of an LSTM, which are an improvement on Recurrent Neural Networks (RNNs) that struggle with retaining information over long distances.

   2024-08-06 Tags: deep learning, lstm, rnn, neural networks, sequence modeling by klotz
3. How to extract Key-Value pairs from Documents using deep learning

   2020-10-22 Tags: nlp, document extraction, image processing, deep learning, lstm, ocr by klotz
4. “RNN Simplified- A beginner’s guide”

   2019-06-07 Tags: lstm, rnn, deep learning by klotz
5. “Detecting a simple neural network architecture using NLP for email classification”

   2019-04-20 Tags: email, ham, spam, classification, lstm, cnn, embedding by klotz
6. Multi-Class Text Classification with LSTM – Towards Data Science

   2019-04-11 Tags: lstm, nlp, text, classification, tutorial by klotz
7. “Sequence to Sequence Learning with Neural Networks”: Paper Discussion

   2019-03-21 Tags: lstm, translation, encoder, decoder, deep learning by klotz
8. Paper Dissected: "Attention is All You Need" Explained | Machine Learning Explained

   2019-03-21 Tags: deep learning, architecture, attention, lstm, google, transformer, encoder, decoder by klotz
9. Anomaly Detection with Time Series Forecasting – Towards Data Science

   2019-03-04 Tags: arima, anomaly, time-series, machine learning, forecasting, lstm by klotz
10. “Animated RNN, LSTM and GRU”

    2018-12-14 Tags: rnn, lstm, gru, deep learning, tutorial, visualization by klotz

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