NLP, Tool

A python package to Create and Visualize GSFLOW models

pygsflow pyGSFLOW is a python package to Create, Read, Write, Edit, and Visualize GSFLOW models. Examples Ipython notebook example problems can be found in the examples directory.https://github.com/pygsflow/pygsflow/tree/master/examples Installation The pygsflow repository can be installed using pip.Open a command prompt or anaconda prompt terminal and type: pip install https://github.com/pygsflow/pygsflow/zipball/master pygsflow is now installed Alternatively the user can download a copy of the repository, open a command prompt or anaconda promt terminal, cd into the trunk directory and type: pip install . […]

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python_tutorials
Python

Matplotlib: Plot Multiple Line Plots On Same and Different Scales

Introduction Matplotlib is one of the most widely used data visualization libraries in Python. From simple to complex visualizations, it’s the go-to library for most. In this tutorial, we’ll take a look at how to plot multiple line plots in Matplotlib – on the same Axes or Figure. If you’d like to read more about plotting line plots in general, as well as customizing them, make sure to read our guide on Plotting Lines Plots with Matplotlib. Plot Multiple Line […]

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python_tutorials
Python

Matplotlib Pie Chart – Tutorial and Examples

Introduction There are many data visualization libraries in Python, yet Matplotlib is the most popular library out of all of them. Matplotlib’s popularity is due to its reliability and utility – it’s able to create both simple and complex plots with little code. You can also customize the plots in a variety of ways. In this tutorial, we’ll cover how to plot a Pie Chart in Matplotlib. Pie charts represent data broken down into categories/labels. They’re an intuitive and simple […]

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python_tutorials
Python

Matplotlib Scatter Plot with Distribution Plots (Joint Plot) – Tutorial and Examples

Introduction There are many data visualization libraries in Python, yet Matplotlib is the most popular library out of all of them. Matplotlib’s popularity is due to its reliability and utility – it’s able to create both simple and complex plots with little code. You can also customize the plots in a variety of ways. In this tutorial, we’ll cover how to plot a Joint Plot in Matplotlib which consists of a Scatter Plot and multiple Distribution Plots on the same […]

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Machine Learning, NLP

A Python library for neural architecture search

naszilla A repository to compare many popular NAS algorithms seamlessly across three popular benchmarks (NASBench 101, 201, and 301). You can implement your own NAS algorithm, and then easily compare it with eleven algorithms across three benchmarks. Installation Clone this repository and install its requirements (which includes nasbench,nas-bench-201, and nasbench301).It may take a few minutes. git clone https://github.com/naszilla/naszilla cd naszilla cat requirements.txt | xargs -n 1 -L 1 pip install pip install -e . You might need to replace line […]

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NLP, Security

A Blazing fast Security Auditing tool for Kubernetes

Kubestriker Kubestriker performs numerous in depth checks on kubernetes infra to identify the security misconfigurations and challenges that devops engineers/developers are likely to encounter when using Kubernetes, especially in production and at scale. kubestriker is Platform agnostic and works equally well across more than one platform such as self hosted kubernetes, Amazon EKS, Azure AKS, Google GKE etc. How To Install Clone the repo and install To install this tool or clone and run this application, you’ll need Git, python3 […]

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NLP, Security

An open source multi-cloud security-auditing tool

Scout Suite Scout Suite is an open source multi-cloud security-auditing tool, which enables security posture assessment of cloud environments. Using the APIs exposed by cloud providers, Scout Suite gathers configuration data for manual inspection and highlights risk areas. Rather than going through dozens of pages on the web consoles, Scout Suite presents a clear view of the attack surface automatically. Scout Suite was designed by security consultants/auditors. It is meant to provide a point-in-time security-oriented view of the cloud account […]

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Machine Learning, NLP

A benchmark of in-the-wild distribution shifts spanning diverse data modalities

WILDS WILDS is a benchmark of in-the-wild distribution shifts spanning diverse data modalities and applications, from tumor identification to wildlife monitoring to poverty mapping. Installation We recommend using pip to install WILDS: pip install wilds If you have already installed it, please check that you have the latest version: python -c “import wilds; print(wilds.__version__)” # This should print “1.1.0”. If it doesn’t, update by running: pip install -U wilds If you plan to edit or contribute to WILDS, you should […]

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Machine Learning, NLP

Self-Supervised Monocular 3D Face Reconstruction

MGCNet Self-Supervised Monocular 3D Face Reconstruction by Occlusion-Aware Multi-view Geometry Consistency(ECCV 2020) This is an official python implementation of MGCNet. This is the pre-print version https://arxiv.org/abs/2007.12494. video image Full video can be seen in [YouTube] https://www.youtube.com/watch?v=DXzkO3OwlYQ 1. Code + Requirement + thirdlib We run the code with python3.7, tensorflow 1.13 git clone –recursive https://github.com/jiaxiangshang/MGCNet.git cd MGCNet (sudo) pip install -r requirement.txt (1) For render loss(reconstruction loss), we use the differential renderer named tf_mesh_render(thanks!) https://github.com/google/tf_mesh_renderer.I find many issue happens here, so […]

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