Joe Napoli (JNapoli)

JNapoli

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Company:Aether Biomachines

Location:Palo Alto, CA

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Joe Napoli's starred repositories

alphafold

Open source code for AlphaFold.

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ecco

Explain, analyze, and visualize NLP language models. Ecco creates interactive visualizations directly in Jupyter notebooks explaining the behavior of Transformer-based language models (like GPT2, BERT, RoBERTA, T5, and T0).

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selfies

Robust representation of semantically constrained graphs, in particular for molecules in chemistry

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roc_comparison

The fast version of DeLong's method for computing the covariance of unadjusted AUC.

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comparing_classifiers

Some ideas on methods for comparing classification models

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SAME

Code for the papers: "Graph Representation Learning for Multi-Task Settings: a Meta-Learning Approach", "A Meta-Learning Approach for Graph Representation Learning in Multi-Task Settings"

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assessing_mol_prediction_confidence

https://arxiv.org/abs/2102.11439

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The-NLP-Pandect

A comprehensive reference for all topics related to Natural Language Processing

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miniforge

A conda-forge distribution.

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openforcefield-forcebalance

Optimization of OpenFF parameters using ForceBalance and QCArchive

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openmmforcefields

CHARMM and AMBER forcefields for OpenMM (with small molecule support)

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graphein

Protein Graph Library

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pyro

Deep universal probabilistic programming with Python and PyTorch

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pytorch3d

PyTorch3D is FAIR's library of reusable components for deep learning with 3D data

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yank

An open, extensible Python framework for GPU-accelerated alchemical free energy calculations.

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biobert

Bioinformatics'2020: BioBERT: a pre-trained biomedical language representation model for biomedical text mining

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stoned-selfies

This repository contains code for the paper: Beyond Generative Models: Superfast Traversal, Optimization, Novelty, Exploration and Discovery (STONED) Algorithm for Molecules using SELFIES

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PlotNeuralNet

Latex code for making neural networks diagrams

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alphafold2

To eventually become an unofficial Pytorch implementation / replication of Alphafold2, as details of the architecture get released

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graph-attribution

Codebase for Evaluating Attribution for Graph Neural Networks.

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CompilerGym

Reinforcement learning environments for compiler and program optimization tasks

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iodata

Python library for reading, writing, and converting computational chemistry file formats and generating input files.

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awesome-normalizing-flows

Awesome resources on normalizing flows.

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shell-novice

The Unix Shell

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julia

The Julia Programming Language

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LossFunctions.jl

Julia package of loss functions for machine learning.

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SegLossOdyssey

A collection of loss functions for medical image segmentation

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open-oracle

The Compound Open Price Feed

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transformers-lightning

A collection of Models, Datasets, DataModules, Callbacks, Metrics, Losses and Loggers to better integrate pytorch-lightning with transformers.

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lightning-bolts

Toolbox of models, callbacks, and datasets for AI/ML researchers.

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