A Python Package for Stochastic Nonparametric Envelopment of Data

pyStoNED pyStoNED is a Python package that provides functions for estimating Convex Nonparametric Least Square (CNLS), Stochastic Nonparametric Envelopment of Data (StoNED), and other various StoNED-related variants such as Convex Quantile Regression (CQR), Convex Expectile Regression (CER), and Isotonic CNLS (ICNLS). It also provides efficiency measurement using Data Envelopement Analysis (DEA) and Free Disposal Hull (FDH). The pyStoNED package allows the user to estimate the CNLS/StoNED frontiers in an open-access environment and is built based on the Pyomo. The pyStoNED […]

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A simple model based API maker written in Python

Fast DRF Fast DRF is a small library for making API faster with Django and Django REST Framework. It’s easy and configurable. Features Runtime API creation without writing View, Serializer, Url, etc API versioning by default. Control fields on each versions An enhanced filtering support align with Django query filter. Customizable API URL and API Prefix. Options for Overriding Viewset, Serializer, Queryset Query optimization enabled for API with Django’s prefetch_related and select_related 8 Full control over project during making automated […]

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Colour checker detection with Python

Colour – Checker Detection A Python package implementing various colour checker detection algorithms and related utilities. It is open source and freely available under the New BSD License terms. 1 Features The following colour checker detection algorithms are implemented: 2 Installation Because of their size, the resources dependencies needed to run the various examples and unit tests are not provided within the Pypi package. They are separately available as Git Submodules when cloning the repository. 2.1 Primary Dependencies Colour – […]

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Manage your XYZ Hub or HERE Data Hub spaces from Python

XYZ Spaces for Python Manage your XYZ Hub or HERE Data Hub spaces from Python. Motivation XYZ is an Open Source, real-time, cloud database system providing access to large geospatial data at scale. An XYZ “Hub” manages “spaces” that contain “features” (geodata “records”) with tags and properties, with spaces and features having unique IDs. A RESTful API exists to provide low-level access to interact with a XYZ Hub. This Python package allows to interact with your XYZ spaces and features […]

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Binary LSTM model for text classification

Text Classification The purpose of this repository is to create a neural network model of NLP with deep learning for binary classification of texts related to the Ministry of Emergency Situations. Components of the model The block contains the structure of the project, as well as a brief excerpt from the files, a more detailed description is located inside each module. model_predict.py – The module is designed to predict the topic of the text, whether the text belongs to the […]

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The Pandas DataFrame: Working With Data Efficiently

The Pandas DataFrame is a structure that contains two-dimensional data and its corresponding labels. DataFrames are widely used in data science, machine learning, scientific computing, and many other data-intensive fields. DataFrames are similar to SQL tables or the spreadsheets that you work with in Excel or Calc. In many cases, DataFrames are faster, easier to use, and more powerful than tables or spreadsheets because they’re an integral part of the Python and NumPy ecosystems. In this course, you’ll learn: What […]

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Getting Started with Natural Language Processing using Python

This article was published as a part of the Data Science Blogathon Why NLP? Natural Language Processing has always been a key tenet of Artificial Intelligence (AI). With the increase in the adoption of AI, systems to automate sophisticated tasks are being built. Some of these examples are described below. Diagnosing rare form of cancer –  At the University of Tokyo’s Institute of Medical Science, doctors used artificial intelligence to successfully diagnose a rare type of leukemia. The doctors used an AI […]

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Quickly fetch your WiFi password and generate a QR code in python

wifi-password Quickly fetch your WiFi password and if needed, generate a QR code of your WiFi to allow phones to easily connect. Works on macOS and Linux, Windows Installation Install using pip $ python3 -m pip install –user wifi-password Install using git $ git clone https://github.com/sdushantha/wifi-password $ cd wifi-password $ python3 setup.py install Install using the AUR $ sudo pamac build wifi-password Usage $ wifi-password –help usage: wifi_password [options] optional arguments: -h, –help show this help message and exit –show-qr, […]

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Posts daily word definitions on Twitter wtih python

Word Of The Day bot Post daily word definitions on social media. Twitter account: https://twitter.com/WordOfTheDay_B Introduction The goal of this project is to create a bot that posts a “word of the day” style update,which contains a random word and its definition. The main process flow is the following: Retrieve a random word and its definition through the use of a 3rd-party API Generate an HTML page with the retrieved data using a template Render the HTML page into an […]

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A Google Maps Tool Collects What’s Available For A User-specified Region In The Form Of A GIF

google-maps-at-88-mph The folks maintaining Google Maps regularly update the satellite imagery it serves its users, but outdated versions of the imagery are kept around in for a year or two. This Python-based tool automatically crawls its way through these versions, figuring out which provide unique imagery and downloading it for a user-defined (that’s you! you get to define things!) area, eventually assembling it in the form of a GIF. This weekend project is based on ærialbot, a previous weekend project […]

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