Recurrent Neural Networks

Lectures

Lecture materials and slides for the University of Oxford's 2017 advanced course on Deep Natural Language Processing.

Brain.jsTypeScript

GPU-accelerated neural network library for JavaScript, running in browsers and Node.js.

awesome-rnn: list of resources (GitHub Repo)

A curated list of resources dedicated to recurrent neural networks (RNNs) and deep learning.

NeuralTalkJupyter Notebook

Efficient image captioning code in Torch, using a CNN-RNN model to generate captions for images, optimized for GPU training.

LSTM for Human Activity RecognitionJupyter Notebook

Human Activity Recognition using TensorFlow and LSTM RNNs on smartphone sensor data to classify six movement types.

Classification on raw time series in TensorFlow with a LSTM RNNJupyter Notebook

Human Activity Recognition using TensorFlow and LSTM RNNs on smartphone sensor data to classify six movement types.

captcha_breakJupyter Notebook

A deep learning project using Keras to build convolutional and recurrent neural networks for high-accuracy captcha recognition.

Sungjoon's TensorFlow-101Jupyter Notebook

A collection of beginner-friendly TensorFlow tutorials using Jupyter Notebook, covering deep learning fundamentals and practical applications.