Framework

An open-source Python Library for materials structural search

PyChemia PyChemia is an open-source Python Library for materials structural search. The purpose of the initiative is to create a method agnostic framework for materials discovery and design using a variety of methods from Minima Hoping to Soft-computing based methods. PyChemia is also a library for data-mining, using several methods to discover interesting candidates among the materials already processed. The core of the library is the Structure python class, it is able to describe periodic and non-periodic structures. As the […]

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Python

Using the Python or Operator

There are three Boolean operators in Python: and, or, and not. With them, you can test conditions and decide which execution path your programs will take. In this tutorial, you’ll take a deep dive into the Python or operator and how to use it. By the end of this course, you’ll have learned: How the Python or operator works How to use the Python or operator in Boolean and non-Boolean contexts What kind of programming problems you can solve by […]

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Advanced, Deep Learning, NLP, Python, Text

Hands-on Experience With GPT3!

This article was published as a part of the Data Science Blogathon. Yes, you read it right. In this article, I will give you a hands-on experience of GPT3. I was lucky enough to get access to private beta after waiting for 8 months 🙂 Introduction Last week I was exploring with GPT-3. I was thinking I will learn it in a data it two. But boy it took me a lot of time to learn it. I was very surprised […]

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Computer Vision

A Vision Transformer in ConvNet’s Clothing for Faster Inference

LeViT This repository contains PyTorch evaluation code, training code and pretrained models for LeViT. They obtain competitive tradeoffs in terms of speed / precision: For details see LeViT: a Vision Transformer in ConvNet’s Clothing for Faster Inference by Benjamin Graham, Alaaeldin El-Nouby, Hugo Touvron, Pierre Stock, Armand Joulin, Hervé Jégou and Matthijs Douze. If you use this code for a paper please cite: @article{graham2021levit, title={LeViT: a Vision Transformer in ConvNet’s Clothing for Faster Inference}, author={Benjamin Graham and Alaaeldin El-Nouby and […]

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Computer Vision

Visualize tensors in a plain Python REPL using Sparklines

sparkvis This is a library for visualizing tensors in a plain Python REPL using sparklines. I was sick of having to install jupyter on servers just to see a damn tensor. E.g. the FFT of MNIST looks like this: Quickstart pip3 install -U sparkvis python3 from sparkvis import sparkvis as vis vis(foo) foo can be a torch tensor, tf tensor, numpy array, etc. It supports anything with a .numpy() method. vis(a, b) will put ‘a’ and ‘b’ side by side. […]

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Tool

A Simple modular tool to fetch and parse data related to the stock market

stonks-o-fetcher A Simple modular tool to fetch and parse data related to the stock market. Getting started For the moment the only source is this repository, so to get the program you have to clone it locally. Requirements Python >3.6 The program is tested only on a linux environment (WSL 1 and debian) but shouldtechnically work on windows too I think. Installation After cloning and entering the root of the project pip install . If you are not on python […]

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Machine Learning

Multi-Modal Fusion Transformer for End-to-End Autonomous Driving

transfuser This repository contains the code for the CVPR 2021 paper Multi-Modal Fusion Transformer for End-to-End Autonomous Driving. If you find our code or paper useful, please cite @inproceedings{Prakash2021CVPR, author = {Prakash, Aditya and Chitta, Kashyap and Geiger, Andreas}, title = {Multi-Modal Fusion Transformer for End-to-End Autonomous Driving}, booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021} } Setup Install anaconda wget https://repo.anaconda.com/archive/Anaconda3-2020.11-Linux-x86_64.sh bash Anaconda3-2020.11-Linux-x86_64.sh source ~/.profile Clone the repo and build the environment git clone […]

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Text

A collection of text processing tools for Python

ChirpText ChirpText is a collection of text processing tools for Python 3. It is not meant to be a powerful tank like the popular NTLK but a small package which you can pip-install anywhere and write a few lines of code to process textual data. Simple file data manipulation using an enhanced open() function (txt, gz, binary, etc.) CSV helper functions Parse Japanese text with mecab library (Does not require mecab-python3 package even on Windows, only a binary release (i.e. […]

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Games

A Python framework/template of a MMO game built using PyGame

PyMMO PyMMO is a Python framework/template of a MMO game built using PyGame on top of Python’s built-in socket module. This template implements a simple MMORPG with baked in features such as: In-game chat bubbles functionality; Action battle system with server-side processing functionality; Run on cloud, locally in your machine, or anywhere in-between due to the use of sockets. Multithreaded client handling on the server side Minimal and easy to use and only requires PyGame as a dependency Preview: Requirements […]

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Machine Learning

AI4Good project for detecting waste in the environment

Detect waste AI4Good project for detecting waste in environment. Did you know that we produce 300 million tons of plastic every year? And only the part of it is properly recycled. The idea of detect waste project is to use Artificial Intelligence to detect plastic waste in the environment. Our solution is applicable for video and photography. Our goal is to use AI for Good. In Detect Waste in Pomerania project we used 9 publicity available datasets, and additional data […]

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