Data Scientists

Supervised domain-agnostic prediction framework for probabilistic modelling

A supervised domain-agnostic framework that allows for probabilistic modelling, namely the prediction of probability distributions for individual data points. The package offers a variety of features and specifically allows for the implementation of probabilistic prediction strategies in the supervised contexts comparison of frequentist and Bayesian prediction methods strategy optimization through hyperparamter tuning and ensemble methods (e.g. bagging) workflow automation List of developers and contributors Documentation The full documentation is available here. Installation Installation is easy using Python’s package manager $ […]

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Python

Build a Personal Diary With Django and Python

A diary is a personal safe space. With the help of Django, you can create a diary on your own computer without storing data in anyone else’s cloud. By following along with the project below, you’ll see how quickly you can build a functioning web app in Django without any external dependencies. In this tutorial, you’ll learn how to: Set up a Django project Work with the standard SQLite database Make use of the Django admin site Create models and […]

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Facebook NLP Research
NLP

slimIPL: Language-Model-Free Iterative Pseudo-Labeling

Abstract Recent results in end-to-end automatic speech recognition have demonstrated the efficacy of pseudo-labeling for semi-supervised models trained both with Connectionist Temporal Classification (CTC) and Sequence-to-Sequence (seq2seq) losses. Iterative Pseudo-Labeling (IPL), which continuously trains a single model using pseudo-labels iteratively re-generated as the model learns, has been shown to further improve performance in ASR. We improve upon the IPL algorithm: as the model learns, we propose to iteratively re-generate transcriptions with hard labels (the most probable tokens), that is, without […]

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Fetching

Fast, Simple API for fetching Apple Firmwares

Fast, Simple API for fetching Apple Firmwares. The API server is closed due to some reasons. Wait for v2 releases. Features Fetching Signed IPSWs Fetching Signed OTAs Fetching not only iDevices but also AirPods, Beats, and Keyboard Accessories Example Request curl -X GET “loyalapi.ml/v1/restore?device=iPhone12,1” [ { “build_id”: “18D61”, “docs_url”: “http://updates-http.cdn-apple.com/2021WinterFCS/documentation/071-15446/2D646674-5AE5-454D-94C9-EBA3E76437D7/iPhoneiTunesUpdateReadMe.ipd”, “sha1”: “45186bb240128a11a26a2342a6efeb87cfd1c029”, “url”: “http://updates-http.cdn-apple.com/2021WinterFCS/fullrestores/071-12530/598B4392-EF03-4F6C-962A-3A8CC9BA9DAC/iPhone11,8,iPhone12,1_14.4.1_18D61_Restore.ipsw”, “version”: “14.4.1” }, { “build_id”: “18D61”, “docs_url”: “http://updates-http.cdn-apple.com/2021WinterFCS/documentation/071-15446/2D646674-5AE5-454D-94C9-EBA3E76437D7/iPhoneiTunesUpdateReadMe.ipd”, “sha1”: “45186bb240128a11a26a2342a6efeb87cfd1c029”, “url”: “http://updates-http.cdn-apple.com/2021WinterFCS/fullrestores/071-12530/598B4392-EF03-4F6C-962A-3A8CC9BA9DAC/iPhone11,8,iPhone12,1_14.4.1_18D61_Restore.ipsw”, “version”: “14.4.1” } ] Documentation You can read documentation on here. Build and run […]

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Concurrency

Mitum-currency / mitum-data-blocksign python SDK

‘mitum-py-util’ will introduce the usage of mitum-currency and mitum-data-blocksign for python. This project is being totally copied to ProtoconNet/mitum-py-util. Installation Recommended requirements for ‘mitum-py-util’ is, $ python –version Python 3.9.2 $ git clone https://github.com/ProtoconNet/mitum-py-util.git $ cd mitum-py-util $ python setup.py install If setup.py doesn’t work properly, please just install necessary packages with requirements.txt before running setup.py. $ cd mitum-py-util $ pip install -r requirements.txt Generate New Operation Operations ‘mitum-py-util’ provides three operations of ‘mitum-currency’, ‘Create-Accounts’ creates an account corresponding to […]

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Simulation

Simulation module for PyGran: a DEM toolkit for rapid quantitative analysis of granular/powder systems

PyGranSim is part of the PyGran project, an open-source toolkit primarily designed for DEM simulation & analysis. In addition to performing basic and custom post-processing, PyGran enables running DEM simulation with the PyGranSim module. For more info on PyGran, see here. If your find PyGran useful in your research, please consider citing the following paper: @article{aam2019pygran, title={PyGran: An object-oriented library for DEM simulation and analysis}, author={Abi-Mansour, Andrew}, journal={SoftwareX}, volume={9}, pages={168–174}, year={2019}, publisher={Elsevier}, doi={10.1016/j.softx.2019.01.016} } Quick Installation PyGranSim is typically installed […]

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Data Scientists

A data science tool that captures and stores model training and execution information

Purpose Rubicon is a data science tool that captures and stores model training and execution information, like parameters and outcomes, in a repeatable and searchable way. Rubicon’s git integration associates these inputs and outputs directly with the model code that produced them to ensure full auditability and reproducibility for both developers and stakeholders alike. While experimenting, the Rubicon dashboard makes it easy to explore, filter, visualize, and share recorded work. Components Rubicon is composed of three parts: A Python library […]

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Discord

A Discord bot to control your PC using your Discord Channel or using Reco: Discord PC Remote Controller App

GitHub – Arvinth-Krishna/Reco-PC-Server: It’s a Discord bot to control your PC using your Discord Channel or using Reco: Discord PC Remote Controller App. It's a Discord bot to control your PC using your Discord Channel or using Reco: Discord PC Remote Controller App. – GitHub – Arvinth-Krishna/Reco-PC-Server: It's a Discord bot to control yo…    

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Wrapper

An AI constraint solver for Python to optimize the Vehicle Routing Problem

OptaPy is an AI constraint solver for Python to optimize the Vehicle Routing Problem, Employee Rostering, Maintenance Scheduling, Task Assignment, School Timetabling, Cloud Optimization, Conference Scheduling, Job Shop Scheduling, Bin Packing and many more planning problems. OptaPy wraps the OptaPlanner engine internally, but using OptaPy in Python is significantly slower than using OptaPlanner in Java or Kotlin. Get started Prerequisites Install Python 3.9 or later Install JDK 11 or later with JAVA_HOME configured appropriately. Build Install the python build module […]

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Slack

Markov-chain based chatbot which uses Slack messages as its corpus

Friendbot is a Markov-chain based chatbot which uses Slack messages as its corpus. It reads in messages from a Slack data export, generates a corpus from them, and feeds this to a markov chain generator to naively simulate a conversation. It is built with Flask, served by Gunicorn, cached by Redis, and run in Docker. The sentences which it generates can be accessed via an API which is designed to connect to the existing Slack API. Installation Download the docker-compose.yaml […]

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