arviz VS Symfony

pymc3 is the standard Python library for Bayesian statistics, and used ArviZ for plotting, built on top of matplotlib

This tutorial explains what is probabilistic programming & provides a review of 5 frameworks (PPLs) using an example taken from Chapter 4 of Statistical Rethinking by Dr. Richard McElreath. Frameworks (PPLs) reviewed are - Stan (https://mc-stan.org/) PyMC3 (https://docs.pymc.io/) Tensorflow Probability (https://www.tensorflow.org/probability) Pyro/NumPyro (https://pyro.ai/) Turing.jl (https://turing.ml/stable/) I also provide the basic review of a great library called arviz (https://arviz-devs.github.io/arviz/), which can be used for all the above-mentioned PPLs to do Exploratory Data Analysis of Bayesian Models. Here is the link to the notebook in which I have implemented the example model using the above Frameworks/PPLs https://colab.research.google.com/drive/1zgR2b0j2waGi1ppnIe1rw7emkbBXtMqF?usp=sharing

https://github.com/arviz-devs/arviz Exploratory analysis of Bayesian models with Python

Symfony

services: .... app: build: context: . dockerfile: Dockerfile hostname: app restart: unless-stopped container_name: symfony-app # A custom name to be used in build scripts depends_on: - db # requires the database service to be available ports: - "9980:80" # the service will be available in my browser at http://localhost:9980 volumes: - .:/var/www/project # all files in current directory will also be available in the container, allowing you to update the source code with your IDE - ./000-default.conf:/etc/apache2/sites-available/000-default.conf:ro # Override the default apache vhost file to ensure that the symfony application is served by default # the contents of 000-default.conf is obtained from https://symfony.com/doc/current/setup/web_server_configuration.html, with modifications applied to match folder locations

Currently Laravel is the "go to" for new PHP applications to mostly developers today, if not, plain PHP, Slim, Symfony and other frameworks does the job, but for Wordpress, custom PHP boilerplates or/and outdated PHP patterns (aka, single ton) is what we have for work in mostly cases, if not, hacky ways to integrate frameworks as Laravel itself or parts of it to leverage a better code structure.

Let's have a look at the class EventSourceHttpClient and try to use it in Symfony\Component\Webhook\Server\Transport. It's an entirely hypothetical example to illustrate the point.

Symfony is an open-source PHP framework developed by SensioLabs which has a thriving community of over 300,000 developers with 29k stars and 9.4k forks on GitHub. It provides a set of reusable PHP components and a development methodology for building complex and scalable web applications. It is recommended due to its advanced features and user-friendly environment. The user can also develop microservices.

Symfony 7

Would be great to see for https://github.com/symfony/symfony, thanks! As that's a monorepo it may provide a challenge to the tool.

As Shopware is mostly based on the Symfony framework, which is in turn based on the PHP language, we should also consider learning about the basics, which will also be useful for other frameworks apart from Shopware, like Symfonycasts, symfony.com, php.net.