Statistically Signifigant Stopping of Neural Network Training

ASWS This codebase is being actively maintained, please create and issue if you have issues using it Code to use Augmented Shapiro Wilks Stopping, as well as code for the paper “Statistically Signifigant Stopping of Neural Network Training” Basics All data files are included under losses and each folder. The main Augmented Shapiro-Wilk Stopping criterion is implemented in analysis.py, along with several helper functions and wrappers. The other comparison heuristics are also included in analysis.py, along with their wrappers. grapher.py […]

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Semi-supervised video object segmentation evaluation in python

MiVOS (CVPR 2021) – Mask Propagation [CVPR 2021] MiVOS – Mask Propagation module. Reproduced STM (and better) with training code . Semi-supervised video object segmentation evaluation. Ho Kei Cheng, Yu-Wing Tai, Chi-Keung Tang New! See our new STCN for a better and faster algorithm. This repo implements an improved version of the Space-Time Memory Network (STM) and is part of the accompanying code of Modular Interactive Video Object Segmentation: Interaction-to-Mask, Propagation and Difference-Aware Fusion (MiVOS). It can be used as: […]

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Causal Inference and Machine Learning in Practice with EconML and CausalML

kdd2021-tutorial Causal Inference and Machine Learning in Practice with EconML and CausalML: Industrial Use Cases at Microsoft, TripAdvisor, Uber Schedule Time 4:00 AM – 7:00 AM August 15, 2021 SGT 4:00 PM – 7:00 PM August 14, 2021 EDT 1:00 PM – 4:00 PM August 14, 2021 PDT Live Zoom Link To be shared within the KDD 21 Virtual Platform during the conference. Abstract In recent years, both academic research and industry applications see an increased effort in using machine […]

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Developer-friendly asynchrony for Django

Django Channels Channels augments Django to bring WebSocket, long-poll HTTP, task offloading and other async support to your code, using familiar Django design patterns and a flexible underlying framework that lets you not only customize behaviours but also write support for your own protocols and needs. Documentation, installation and getting started instructions are at https://channels.readthedocs.io Channels is an official Django Project and as such has a deprecation policy. Details about what’s deprecated or pending deprecation for each release is in […]

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Creating delicious APIs for Django apps since 2010

django-tastypie Creating delicious APIs for Django apps since 2010. Currently in beta but being used actively in production on several sites. Requirements Core Python 2.7+ or Python 3.4+ (Whatever is supported by your version of Django) Django 1.11, 2.2 (LTS releases) or Django 3.0 (latest release) dateutil (http://labix.org/python-dateutil) >= 2.1 Format Support Optional What’s It Look Like? A basic example looks like: # myapp/api.py # ============ from tastypie.resources import ModelResource from myapp.models import Entry class EntryResource(ModelResource): class Meta: queryset = […]

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Generate real Swagger/OpenAPI 2.0 specifications from a Django Rest Framework API

drf-yasg – Yet another Swagger generator Generate real Swagger/OpenAPI 2.0 specifications from a Django Rest Framework API. Compatible with Django Rest Framework: 3.10, 3.11, 3.12 Django: 2.2, 3.0, 3.1 Python: 3.6, 3.7, 3.8, 3.9 Only the latest patch version of each major.minor series of Python, Django and Django REST Framework is supported. Only the latest version of drf-yasg is supported. Support of old versions is dropped immediately with the release of a new version. Please do not create issues before […]

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Transparently use webpack with django

django-webpack-loader Read http://owaislone.org/blog/webpack-plus-reactjs-and-django/ for a detailed step by step guide on setting up webpack with django using this library. Use webpack to generate your static bundles without django’s staticfiles or opaque wrappers. Django webpack loader consumes the output generated by webpack-bundle-tracker and lets you use the generated bundles in django. Compatibility Test cases cover Django>=2.0 on Python>=3.5. 100% code coverage is the target so we can be sure everything works anytime. It should probably work on older version of django […]

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An instant remote API to your Django models data with a powerful query language

Djaq Djaq – pronounced “Jack” – provides an instant remote API to your Django models data with a powerful query language. No server-side code beyond two lines of config is required. You don’t write backend classes, serializers or any other code to be able to immediately get whatever data you want to the client. And it is blazing fast. Djaq queries are strings. A query string for our example dataset might look like this: (b.name as title, b.publisher.name as publisher) […]

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Authentication Module for django rest auth

django-rest-knox Authentication Module for django rest auth Knox provides easy to use authentication for Django REST Framework The aim is to allow for common patterns in applications that are REST based, with little extra effort; and to ensure that connections remain secure. Knox authentication is token based, similar to the TokenAuthentication built in to DRF. However, it overcomes some problems present in the default implementation: DRF tokens are limited to one per user. This does not facilitate securely signing in […]

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