· Advised by Juho Kim, researched document to slides conversion, multimedia authoring, and recommendation systems for designers. · Implemented a slide deck adaptation pipeline with Google Slides API for automated generation of slides with specific content. · Developed a web-based prototype for slide design space exploration with high-level controls over slide elements. · Enhanced the quality of text authoring support tool utilizing NLP-models (GPT2, BERT) and statistical techniques (TF-IDF). · Tech Stack: Vanilla JS, React JS, Node JS, Flask, Google API, Spacy, Git.

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· Developed and implemented a testing pipeline of core algorithms for a road-crossing support system for visually impaired people. · Built a 3D virtual environment with Unity for evaluation of cross-road detection AI model and further data collection. · Incorporated 20 pedestrian behaviors and 10 crosswalk models for a benchmarking system. · Improved the performance of the crossroad detection AI model by 20% with reliability criteria based on the history of predictions. · Tech Stack: Unity, Tensorflow, Websocket, Asyncio, Threading, Python, C#, Pytest, Git.

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· Accelerated the version upgrade of Anrdoid and AGL in the embedded operating system for automobiles. · Discovered the boot-up sequence scheme in Android 9.0. · Examined version differences of Automotive Grade Linux (AGL). · Tech Stack: Android Emulator, AGL, Git.

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