Research Implementation

Sentence Classification with CNNPython

A TensorFlow implementation of a convolutional neural network for sentence classification based on Yoon Kim's paper.

Neural Turing Machine in TensorFlowJupyter Notebook

TensorFlow implementation of Neural Turing Machines with LSTM controllers, supporting multiple read/write heads.

Torch code for Visual Question Answering using a CNN+LSTM modelLua

A Torch implementation of a VIS+LSTM model for answering questions about images using deep learning.

SPP-NetMATLAB

A re-implementation of the SPP-net object detection algorithm using spatial pyramid pooling in deep convolutional networks for visual recognition.

Summary Generation From Structured DataPython

A TensorFlow implementation of neural text generation from structured data, converting tabular information into natural language summaries.

Mnemonic Descent MethodJupyter Notebook

A TensorFlow implementation of the Mnemonic Descent Method for end-to-end face alignment.

idris-type-providersIdris

A type provider library for Idris that enables compile-time verification of external data like SQLite queries.

GNNs for Solving Combinatorial Optimization ProblemsJupyter Notebook

A JAX + Flax implementation of physics-inspired graph neural networks for solving combinatorial optimization problems like Max-Cut and Maximum Independent Set.

VGAN TensorflowPython

TensorFlow implementation of a generative adversarial network for video generation with scene dynamics.