Web Developer with 7 years of experience who blends web engineering, machine learning integration, and business consulting to deliver practical, production-ready solutions. As a master's student and web engineer, they contribute to AI model tooling—notably implementing image-manipulation and perception model samples (monodepth, segmentation, denoising, lane detection) for the popular ailia-models repository—demonstrating strength in model integration, preprocessing, and inference engineering. Comfortable across the stack, they translate research-grade models into usable code and bridge technical and business needs. Known for pragmatic problem solving and an ability to turn complex ML workflows into straightforward web-enabled features.
The collection of pre-trained, state-of-the-art AI models for ailia SDK
Role in this project:
ML Engineer
Contributions:2 reviews, 115 commits, 24 PRs in 1 year 10 months
Contributions summary:miyamotost primarily contributed to the implementation of various AI model samples within the ailia-models repository, specifically focusing on deep learning models for image manipulation and other tasks. They added samples for monodepth, segmentation, invertible denoising networks, and lane detection using PolyLaneNet and LSTR. Their work involved integrating the models, preprocessing data, and writing the code to run inference.
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