@iamEtornam

Beyond the Basics: Offline Models, Custom Signs, and Production Scaling (Part 4)

16h ago · 4 min read · Over the last three articles, we’ve walked through the creation of a real-time sign language translation system—from extracting body keypoints to training a CTC sequence model to running a live LLM-po

Bringing it to Life: The Real-Time Inference Engine (Part 3)

Apr 24 · 5 min read · In Part 2, we successfully trained a Transformer model to map sequences of body keypoints to sign language glosses using CTC loss. However, training on pre-segmented videos is one thing; making it wor

From Pixels to Predictions: Data Pipelines and Training the Sequence Model (Part 2)

Apr 17 · 5 min read · In Part 1 of this series, we introduced the architecture of the asl-to-voice translation system—a five-stage pipeline designed to turn real-time webcam video into spoken English. But a machine learnin

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Bridging the Silence: Building a Real-Time Sign Language Translator (Part 1)

Apr 10 · 4 min read · Communication is the cornerstone of human connection, yet for the deaf and hard-of-hearing communities, a significant barrier exists when interacting with those who don't understand sign language. Whi

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Prompt-Driven Development: The Next Evolution in Software Engineering

Jun 24, 2025 · 5 min read · I. Introduction: The Evolution of Development The journey of software development has been a continuous evolution, marked by shifts in methodologies, tools, and paradigms. From the structured rigidity of the Waterfall model in the mid-20th century, t...