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advanced-ml-techniques

This repo contains implementation of advanced ML techniques. Includes model ensembles, cost-sensitive learning and dealing with class imbalance.

automatic_gesture_recognition

In this project we address the task of multimodal recognition of gestures. We are using skeletal, speech, rgb and depth streams to recognise sequences of gestures.

bayesian-summarization

collaborative-filtering

Implemented Item, User and Hybrid based Collaborative Filtering

dancer-summ

Code for the paper "A Divide-and-Conquer Approach to the Summarization of Long Documents"

doc_maker

We use a two layer LSTM to generate text by predicting one character at a time. The model is trained on a dataset of arxiv abstracts but it can easily be optimized for a different dataset.

document-classifier-lstm

A bidirectional LSTM with attention for multiclass/multilabel text classification.

gpt-light

The easiest repo for building GPT applications.

keras-cf-nade

keras implementation of Neural Autoregressive Distribution Estimator for Collaborative Filtering

keras-tutorial-on-cnns

Tutorial on how to implement a simple CNN for image classification and face detection.

lstm-language-models

Experiments with LSTM networks for language modeling.

ml-algorithms-minimal

Pure python implementations of popular ML algorithms.

ml-app-template

multimodal-gesture-recognition-with-lstms-and-ctc

An end-to-end system that performs temporal recognition of gesture sequences using speech and skeletal input. The model combines three networks with a CTC output layer that recognises gestures from continuous stream.

opennmt-py

Open-Source Neural Machine Translation in PyTorch http://opennmt.net/

pmc-structuredabstracts-dataset

Code to obtain the PMC-SA. A dataset for the summarization of scientific articles.

pointer-generator

Code for the ACL 2017 paper "Get To The Point: Summarization with Pointer-Generator Networks"

predict_query_product_relevance

we try to predict a relevance score between a search term and a product

scisumm-corpus

Scientific Document Summarization Corpus and Annotations from the WING NUS group.

tensorflow

An Open Source Machine Learning Framework for Everyone

transformers

🤗Transformers: State-of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0.