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Tags: deep learning* + rnn*

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1. A Gentle Introduction to Attention and Transformer Models

   This article provides a beginner-friendly explanation of attention mechanisms and transformer models, covering sequence-to-sequence modeling, the limitations of RNNs, the concept of attention, and how transformers address these limitations with self-attention and parallelization.

   2025-03-29 Tags: attention, transformer, llm, sequence-to-sequence, deep learning, natural language processing, self-attention, rnn, machine learning 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. Deep Learning for Time Series Forecasting: Is It Worth It? | by Lina Faik | data from the trenches | Sep, 2021 | Medium

   2021-09-25 Tags: time series, deep learning, rnn by klotz
4. The Nuts and Bolts of Deep Learning Algorithms for Object Detection | by Augustin Ador | Aug, 2020 | Towards Data Science

   2020-09-08 Tags: image processing, image recognition, object detection, rnn, cnn, deep learning, tutorial by klotz
5. Harry Potter and the Deep Learning Experiment - Towards Data Science

   2020-05-07 Tags: nlp, makov, text generation, deep learning, rnn, harry potter by klotz
6. “RNN Simplified- A beginner’s guide”

   2019-06-07 Tags: lstm, rnn, deep learning by klotz
7. “Text Classification — RNN’s or CNN’s?”

   2019-06-03 Tags: text, classification, rnn, cnn, deep learning by klotz
8. Fingerprinting fraudulent behavior – Lyft Engineering

   2019-01-02 Tags: lyft, fraud detection, rnn, embedding, deep learning, patrick lavictoire, hao yi ong by klotz
9. “Animated RNN, LSTM and GRU”

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