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Josh's Projects

mhctools icon mhctools

Python interface to running command-line and web-based MHC binding predictors

mol-cycle-gan icon mol-cycle-gan

Mol-CycleGAN - a generative model for molecular optimization

molgan icon molgan

Tensorflow implementation of MolGAN: An implicit generative model for small molecular graphs (https://arxiv.org/abs/1805.11973)

nlp_naivebayes_textclassifier icon nlp_naivebayes_textclassifier

Language: Python Created a naive Bayes text classifier (nblearn.py, nbclassify.py) and compared accuracy with two popular machine learning toolkits. Worked with two datasets (emails and IMDB reviews) and performed binary classification: SPAM or HAM (not spam), and POSITIVE or NEGATIVE (sentiment analysis). Compared three machine learning techniques for making these classifications: naive Bayes classification, maximum entropy modeling, and support vector machines (MegaM and SVM-Light). report.txt - contains detailed instructions about the sequence of scripts to run and what cmd arguments to pass each python script.

openpose icon openpose

OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation

prospr icon prospr

ProSPr: Protein Structure Prediction

provis icon provis

Official code repository of "BERTology Meets Biology: Interpreting Attention in Protein Language Models."

pytorch-seq2seq icon pytorch-seq2seq

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

pytorch-vae icon pytorch-vae

A Collection of Variational Autoencoders (VAE) in PyTorch.

repitope icon repitope

Epitope immunogenicity prediction through in silico TCR-peptide contact potential profiling.

rosettafold icon rosettafold

This package contains deep learning models and related scripts for RoseTTAFold

scnn icon scnn

Segment-CNN: A Framework for Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs

sidechainnet icon sidechainnet

An all-atom protein structure dataset for machine learning.

spacy icon spacy

💫 Industrial-strength Natural Language Processing (NLP) with Python and Cython

twitter_map icon twitter_map

Web Application that allows users to search keywords from an AWS Elasticsearch Service powered by AWS Elastic Beanstalk. The Twitter Streaming API is used to send tweets to AWS SQS which is then handled by a worker that judges a tweet's sentiment or whether tweets are positive, negative, or neutral - this leverages IBM's Natural Language Understanding API. Once a sentiment is obtained, tweets are pushed to AWS SNS service which then are pushed to services that are interested in this topic. User may ask an HTTP/HTTPS, email, or SMS endpoint to subscribe to this AWS SNS topic. In this case, AWS Elasticsearch is the endpoint that is subscribed to the SNS topic. A web interface is provided to view tweets or filter them. Viewers may read the tweet and its corresponding sentiment by hovering over them on Google Map.

vae icon vae

a simple vae and cvae from keras

vaxrank icon vaxrank

Ranked vaccine peptides for personalized cancer immunotherapy

weibo-analyst icon weibo-analyst

This is a Weibo comments processing toolbox; 这是一个微博评论分析工具,实现功能主要有:1.微博评论数据爬取;2.分词与关键词提取;3.词云与词频统计;4.情感分析;5.主题聚类

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