This repository contains implementations of various deep learning research papers spanning natural language processing and computer vision. It covers models such as Neural Tensor Networks for knowledge base completion, Attention-Based CNNs for sentence pair matching, and Correlation Neural Networks for transfer learning. All implementations are written in Python using popular ML frameworks including Keras, TensorFlow, and scikit-learn.