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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. 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. “Sequence to Sequence Learning with Neural Networks”: Paper Discussion

   2019-03-21 Tags: lstm, translation, encoder, decoder, deep learning by klotz
6. 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
7. “Animated RNN, LSTM and GRU”

   2018-12-14 Tags: rnn, lstm, gru, deep learning, tutorial, visualization by klotz
8. [1811.01824] Structured Neural Summarization

   2018-11-11 Tags: intuition, graph, lstm, deep learning, time series by klotz
9. LSTM is all you need! well, maybe embeddings also. | Kaggle

   2018-11-07 Tags: lstm, embedding, word embedding, glove, tensorflow, deep learning by klotz
10. 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

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