September 19, 2023

Building Scalable Machine Learning Applications with Elixir

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Building Scalable Machine Learning Applications with Elixir

Source: dockyard.com

Machine Learning GenServer Concurrency Nx Phoenix Framework

Sean Moriarity, a Machine Learning Advisor, explains the approachable and practical aspect of developing machine-learning applications using the Elixir programming language. The article showcases the creation of an enriched newsfeed application that processes headlines in real-time with machine learning enhancements like automatic retraining and data labeling tools. Moriarity highlights the simplicity of Elixir and its powerful language primitives, which often negate the need for extensive libraries found in other ecosystems like Python. He then outlines the process of creating a Phoenix application and integrating the necessary tools, such as the Top-Headlines API, Req, Nx, EXLA, and Bumblebee, to interact with machine-learning models. Examples include named-entity recognition and sentiment analysis enrichments. The author illustrates how to build concurrent enrichments within a LiveView, allowing for asynchronous processing that doesn't block the UI rendering. The application locks into a simulated real-time stream using GenServer and displays continuously updated and enriched articles using LiveView. The potential for scaling such applications with Broadway and combining them with job processors for continuous learning is briefly discussed, highlighting the flexibility and scalability of machinery learning applications in Elixir.

Introduction to the Permit authorization library for Elixir Phoenix apps

Michał Buszkiewicz explores the features of the Permit library for managing resource authorization in Phoenix, LiveView, and Ecto. Discover how Permit automatically converts authorization conditions to Ecto queries and provides a mechanism for running them in controller and LiveView actions.

Oct 09, 2023

Creating Simple SVG Sparklines

Alex Plescan writes about how to create easy SVG sparklines, compact and simple charts that show a trend without the nitty-gritty. He explains the process of handcrafting the SVG and scaling the vector graphics to create beautiful sparklines.

Jul 08, 2023

Implementing Magic Link Authentication in Phoenix LiveView

John Elm Labs shows you how to add magic link authentication to a Phoenix LiveView App. This step-by-step guide will help you implement this popular sign-in flow easily and securely.

Jan 19, 2021