TLDR Web Dev

TLDR WEB DEV 2023-10-18

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01GENERAL

02ARTICLES & TUTORIALS

AN INTRO TO REAL-TIME MACHINE LEARNING

Real-time machine learning uses machine learning models to make real-time predictions. Most companies use machine learning models in some way or another for a variety of reasons. This article covers real-time prediction in depth, including how feature stores work, how real-time prediction works, how to decide what features to query for, and how to populate the feature store.

tonysun9.github.io18 min read

03OPINIONS & ADVICE

04LAUNCHES & TOOLS

OMNIGRES

Omnigres transforms Postgres into a developer-focused application platform, allowing you to deploy a single database instance to host your entire application and scale as necessary. It offers features like running application logic within or alongside the database, provisioning deployment through Git or containers, supporting various protocols like HTTP and WebSocket, caching, live data updates, and more.

github.comGitHub repository

05MISCELLANEOUS

PDF CHAT WITH NODE.JS, OPENAI, AND MODELFUSION

This tutorial teaches readers how to create a Node.js console app for searching and comprehending PDF content to answer questions using Node.js, OpenAI, and ModelFusion. The process involves loading and parsing PDFs, indexing the text for efficient retrieval, and implementing a chat loop for user interactions. The chatbot first generates hypothetical answers and then retrieves relevant text chunks from the PDF as evidence.

modelfusion.dev10 min read