Network

Self-Classifier: Self-Supervised Classification Network

self-classifier Official PyTorch implementation and pretrained models of the paper Self-Supervised Classification Network. Self-Classifier is a self-supervised end-to-end classification neural network. It learns labels and representations simultaneously in a single-stage end-to-end manner. Self-Classifier architecture. Two augmented views of the same image are processed by a shared network. The cross-entropy of the two views is minimized to promote same class prediction while avoiding degenerate solutions by asserting a uniform prior. The resulting model learns representations and class labels in a single-stage […]

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Beginner, Listicle, NLP, Python, Text

Pre-Processing of Text Data in NLP

This article was published as a part of the Data Science Blogathon Introduction In today’s life, a large amount of raw data is available in every sector in the form of text, audio, videos, etc. This data can be used to analyze a wide range of factors which can be used further to make some decisions or predictions. But for this, the raw data has to organize or summarized for getting better outcomes. Here comes the role of NLP, which is […]

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Advanced, Classification, NLP, Project, Python, Structured Data

Rule-Based Sentiment Analysis in Python

This article was published as a part of the Data Science Blogathon     Image by Author made online on befunky.com Intro: According to experts, 80% of the world’s existing data is in the form of unstructured data(images, videos, text, etc). This data could be generated by Social media tweets/posts, call transcripts, survey or interview reviews, text across blogs, forums, news, etc. It is humanly impossible to read all the text across the web and find patterns. Yet, there is definitely […]

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Database

PostgreSQL database adapter for the Python programming language

psycopg2 Psycopg is the most popular PostgreSQL database adapter for the Python programming language. Its main features are the complete implementation of the Python DB API 2.0 specification and the thread safety (several threads can share the same connection). It was designed for heavily multi-threaded applications that create and destroy lots of cursors and make a large number of concurrent “INSERT”s or “UPDATE”s. Psycopg 2 is mostly implemented in C as a libpq wrapper, resulting in being both efficient and […]

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Automation

A Python UIAutomation module for Windows

The uiautomation module This module is for UIAutomation on Windows(Windows XP with SP3, Windows Vista, Windows 7 and Windows 8/8.1/10). It supports UIAutomation for the applications which implmented UIAutomation Provider, such as MFC, Windows Form, WPF, Modern UI(Metro UI), Qt(Partly), Firefox(version=60), Chrome and Electron based apps(require –force-renderer-accessibility command line parameter). uiautomation1.x supports py2, py3 and doesn’t depend on any third package. uiautomation2.0+ only supports py3 and depends on comtypes and typing(Python3.5+ built-in).uiautomation2.0+ is not backward compatible with early versions. See […]

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Maps

Blender addons to make the bridge between Blender and geographic data with python

Blender GIS GIS datafile import : Import in Blender most commons GIS data format : Shapefile vector, raster image, geotiff DEM, OpenStreetMap xml. There are a lot of possibilities to create a 3D terrain from geographic data with BlenderGIS. Flowchart Exemple : import vector contour lines, create faces by triangulation and put a topographic raster texture. Grab geodata directly from the web : display dynamics web maps inside Blender 3d view, requests for OpenStreetMap data (buildings, roads …), get true […]

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Embedded Development

A professional collaborative platform for embedded development for python

PlatformIO PlatformIO is a professional collaborative platform for embedded development A place where Developers and Teams have true Freedom! No more vendor lock-in! Open source, maximum permissive Apache 2.0 license Cross-platform IDE and Unified Debugger Static Code Analyzer and Remote Unit Testing Multi-platform and Multi-architecture Build System Firmware File Explorer and Memory Inspection. PlatformIO is a cross-platform, cross-architecture, multiple framework, professional tool for embedded systems engineers and for software developers who write applications for embedded products. Awards PlatformIO was nominated […]

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Testing

An extensible open source load testing tool written in python

Yandex Tank Yandex.Tank is an extensible open source load testing tool for advanced linux users which is especially good as a part of an automated load testing suite. Main features different load generators supported: Evgeniy Mamchits’ phantom is a very fast (100 000+ RPS) shooter written in C++ (default) JMeter is an extendable and widely known one BFG is a Python-based generator that allows you to write your load scenarios in Python experimental Golang generator: pandora performance analytics backend service: […]

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3D

A parametric 3D modeler made primarily to design real-life objects of any size

FreeCAD This is the official source code of FreeCAD, a free and opensource multiplatform 3D parametric modeler. Freedom to build what you want FreeCAD is an open-source parametric 3D modeler made primarily to design real-life objects of any size. Parametric modeling allows you to easily modify your design by going back into your model history to change its parameters. Create 3D from 2D and back FreeCAD lets you to sketch geometry constrained 2D shapes and use them as a base […]

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Form

DRY Django forms with Python 3.6

django-crispy-forms The best way to have Django DRY forms. Build programmatic reusable layouts out of components, having full control of the rendered HTML without writing HTML in templates. All this without breaking the standard way of doing things in Django, so it plays nice with any other form application. django-crispy-forms supports Django 2.2, 3.1 and 3.2 with Python 3.6+. The application mainly provides: A filter named |crispy that will render elegant div based forms. Think of it as the built-in […]

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