Simulation

COsmological N-body CodE in PyThon

CONCEPT COsmological N-body CodE in PyThon. CONCEPT (COsmological N-body CodE in PyThon) is a free and open-source simulation code for cosmological structure formation. The code should run on any Linux system, from massively parallel computer clusters to laptops. The code is written almost exclusively in Python, but achieves C-like performance through code transformation using a custom transpiler/optimizer and Cython. CONCEPT is capable of simulating matter particles evolving under self-gravity in an expanding background. It has multiple gravitational solvers to choose […]

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Robot

A lightweight Python robot simulator for JupyterLab and Notebooks

aitk.robots A lightweight Python robot simulator for JupyterLab, Notebooks, and other Python environments. Goals A lightweight mobile robotics simulator Usable in the classroom, research, or exploration Explore wheeled robots with range, cameras, smell, and light sensors Operate quickly without a huge amount of resources Create reproducible experiments Designed for exposition, experimentation, and analysis Sensors designed for somewhat realistic problems (such as image recognition) Especially designed to work easily with Machine Learning and Artificial Intelligence systems Installation For the core operations, […]

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Job Scheduler

A general purpose workflow engine that specialises in cycling workflows

Cylc Cylc (pronounced silk) is a general purpose workflow engine that specialises in cycling workflows and has strong scaling characteristics. Cylc was originally developed to meet the challenges of production weather forecasting – which is notorious for the size and complexity of its workflows. Citations & Publications Cylc 7 (production) Production ready. HTTPS network layer. PyGTK GUI. On the 7.8.x branch in the source code. 7.8 – Python 2.6 7.9 – Python 2.7 Website |Documentation Cylc 8 (pre-release) Beta pre-release. […]

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Robot

A simple discord slash command handler for discord.py

discord-py-slash-command Discord Slash Commands are a new implementation for the Bot API that utilize the forward-slash “/” symbol. Released on 15 December 2020, many bot developers are still learning to learn how to implement this into their very own bots. This command handler aims to help serve as a guidance for those looking into wanting to add these new slash commands into their bots for those that use discord.py, building off of the current library code and substituting its own […]

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Maps

A Python package for geospatial analysis and interactive mapping

leafmap A Python package for geospatial analysis and interactive mapping in a Jupyter environment. leafmap is a Python package for geospatial analysis and interactive mapping in a Jupyter environment. It is a spin-off project of the geemap Python package, which was designed specifically to work with Google Earth Engine (GEE). However, not everyone in the geospatial community has a GEE account. leafmap is designed to fill this gap for non-GEE users. It enables users to perform advanced geospatial analysis and […]

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Robot

The most annoying bot on Discord

FBot The most annoying bot on discord Features Lots of fun stuff Message responses, sort of our main feature, no big deal. FBot can respond to a wide range of messages, this is also referred to as it’s the spam feature, and can be used to encourage users to spam in specific channels while also giving everyone a bit of fun Counting (yay?). Yes we said it, counting. This allows your members to practise their first grade counting skills and […]

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Machine Learning

Clustering Application in Python Using scikit-learn

Clustering Predicting Baseball Metric Clusters: Clustering Application in Python Using scikit-learn This repository contains the prediction of baseball metric clusters using MLB Statcast Metrics. Goals Using MLB Statcast Metrics, summarize and examine baseball statistics. Build a k-Means Clustering model to predict clusters using exit velocity and launch angle as features. Determine the optimal number of clusters using the elbow method and silhouette coefficients. Build a Hierarchical (Agglomerative) Clustering model to predict clusters using exit velocity and launch angle as features. […]

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Tool

A tools for visualizing and performing calculations with weather data in Python

MetPy MetPy is a collection of tools in Python for reading, visualizing and performing calculations with weather data. MetPy follows semantic versioning in its version number. This means that any MetPy 1.x release will be backwards compatible with an earlier 1.y release. By “backward compatible”, we mean that correct code that works on a 1.y version will work on a future 1.x version. For additional MetPy examples not included in this repository, please see the Unidata Python Gallery. We support […]

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Tool

A Policy-as-Code tool for Kubernetes that allows for evaluating Kubernetes resources against

MagTape MagTape is a Policy-as-Code tool for Kubernetes that allows for evaluating Kubernetes resources against a set of defined policies to inform and enforce best practice configurations. MagTape includes variable policy enforcement, notifications, and targeted metrics. MagTape builds on the Kubernetes Admission Webhook concept and uses Open Policy Agent (OPA) for its generic policy language and engine. Our goal with MagTape is to show an example of wrapping additional business logic and features around OPA’s core, not to be a […]

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NLP, Power BI, Python, Text, Use Cases

Interesting NLP Use Cases Every Data Science Enthusiast should know!

This article was published as a part of the Data Science Blogathon Introduction Natural Language Processing (NLP) is a subpart of Artificial Intelligence that uses algorithms to understand and process human language. Various computational methods are used to process and analyze human language and a wide variety of real-life problems are solved using Natural Language Processing. (Source: Kaggle.com) Using Natural Language Processing, we use machines by making them understand how human language works. Basically, we use text data and make computers analyze […]

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