Fingerspelling
ASL Alphabet with machine learning
Fingerspelling launched on May 3, 2021 with 94 votes, #462 of 3,505 launches that month and more than 75% of that year's launches. The site was still online in September 2026, 5 years on.
What it does
Learn the ABC in American Sign Language with machine learning.
Fingerspelling.xyz uses your webcam and machine learning to analyze your hand shapes so you can learn to sign the American Sign Language alphabet.
Does a similar job
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ASL Classifier Built with CoreML and Roboflow2021 · github.com · ▲43Demo project of American Sign Language classification using CoreML - narner/ASL-Classifier-Demo


Sign language translation with smart glassesAug 2026 · github.com · ▲26Hi! I have relatives that speak sign language, and always found it odd that despite unbelievable advances in AI in recent years, the problem still felt somewhat neglected. Especially with the advent of wearable tech; to my knowledge, this is the first project that integrates the meta glasses w/ fingerspelling translation software. As for the technical aspect, I trained a neural net on Google's FSboard dataset modeling a CNN + GRU temporal encoder architecture (trained with CTC), and then decoded the output with CTC beam search and a KenLM language model to solve some of the deficiencies…
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