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The Proliferation and Problem of the ✨ Sparkles ✨ Icon

Summary:  The sparkles icon has become increasingly prevalent in user interfaces, particularly in association with AI-driven features, but it suffers from ambiguity and lacks a standardized meaning. This article features content from the book Digital Icons That Work: A Comprehensive Guide to Enhancing User Experience with Effective Iconography by Kate Kaplan (with a contributing chapter on icon […]

The Vicksburg Campaign: Part 1 – The Strategic Problem of Vicksburg — History is Now Magazine, Podcasts, Blog and Books | Modern International and American history

“See what a lot of land these fellows hold, of which Vicksburg is the key! The war can never be brought to a close until that key is in our pocket.” — Abraham Lincoln   “ … the nailhead that holds the South’s two halves together.” – Jefferson Davis   The vital importance of controlling […]

The Problem with Timeseries Data in Machine Learning Feature Systems

Introduction The Feature Systems team at Etsy is responsible for the platform and services through which machine learning (ML) practitioners create, manage and consume feature data for their machine learning models. We recently made new real-time features available through our streaming feature platform, Rivulet, where we return things like “most recent add-to-carts.” While timeseries data […]