Natural Language Processing

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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Python

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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Advanced, NLP, Project, Python, Supervised, Text, Unstructured Data

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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Password

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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Bot

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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Maps

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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Assistant

Control the lights of Alienware computers under GNU/Linux systems

akbl Since 2019~ many users with recent alienware computers are facing issues, probably because DELL has changed the usb protocol and it is different from old computers. Those computers are not yet supported. Some information can be found in the open issues. AKBL is a software to control the lights of Alienware computers (The keyboard, the logo, the speakers, etc..). Graphical Interface The GUI is designed to be easy and comfortable to use, it will allow you to easily create, […]

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Analysis

SPECTRUM : Spectral Analysis in Python

SPECTRUM Spectrum contains tools to estimate Power Spectral Densities using methods based on Fourier transform, Parametric methods or eigenvalues analysis: The Fourier methods are based upon correlogram, periodogram and Welch estimates. Standard tapering windows (Hann, Hamming, Blackman) and more exotic ones are available (DPSS, Taylor, …). The parametric methods are based on Yule-Walker, BURG, MA and ARMA, covariance and modified covariance methods. Non-parametric methods based on eigen analysis (e.g., MUSIC) and minimum variance analysis are also implemented. Multitapering is also […]

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Automation

An open-source package for automatized pattern generation for nano-structuring

GDSHelpers GDSHelpers in an open-source package for automatized pattern generation for nano-structuring. It allows exporting the pattern in the GDSII-format and OASIS-format, which are currently mainly used for describing 2D-masks. Currently, the focus is mainly on photonic and superconducting circuitry. The library consists of growing list of parts, which can be composed into larger circuits. So far, the following parts are implemented: A waveguide part, allowing easy chaining of bends and straight waveguides. Includes parameterized paths and Bézier curves. Automatic […]

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Optimization

A Python profiler to help you optimize your code – make it faster

pyinstrument Pyinstrument is a Python profiler. A profiler is a tool to help you optimize your code – make it faster. To get the biggest speed increase you should focus on the slowest part of your program. Pyinstrument helps you find it! Installation pip install pyinstrument Pyinstrument supports Python 3.7+. To run Pyinstrument from a git checkout, there’s a build step.Take a look at Contributing for more info. Documentation To learn how to use pyinstrument, or to check the reference, […]

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