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Daniel Kim
Working as ML Software Engineer at Scatterlab (South Korea).
Interested in ML Serving Infra, LLM Serving Optimization, MLOps, and Data Pipelines.
also interested in... Music and Audio Processing
Music and Audio Processing Career
Scatter Lab | ML Software Engineer
2021.08 ~
Handled all ML engineering tasks, including model optimization, ML serving infrastructure, MLOps pipeline, data engineering, and internal tools development for LLM research, training, deployment, and operations.
Optimized LLM serving infrastructure for AI chat service Zeta, cutting serving costs by 45%.
Developed Pingpong AI platform, enabling businesses to leverage the companyโs LLM models.
Developed large-scale pseudonymization pipeline for nTBs of service data using Apache Beam, Airflow, and BigQuery.
Optimized infrastructure for AI chatbot โLuda Leeโ and established a continuous ML learning pipeline.
Gaudio Lab | Software Engineer
2020.12 ~ 2021.07
Developed a real-time, on-device inference engine for audio source separation using TensorFlow Lite and CoreML, implemented in C++.
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Reduced real-time inference speed by 25% compared to the previous implementation by leveraging Model Quantization, XNNPack, and NNAPI.
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Developed an iOS/Android app to demo C++ On-device Source Separation Engine as a Karaoke Solution.
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Deployed and maintained MLOps solutions, such as Kubeflow, MLflow, and DVC, to enhance and support internal research pipelines.
Education
Hanyang Univ. | Department of Computer Science
2019.03 ~
Incheon Science High School
2016.03 ~ 2019.02
Awards & Projects
Final Winner - Prompter Day 2023
OpenAI, SKT, 2023.09.
Built a LLM-based tool for helping people to understand hard-to-read paragraphs on internet.
Prize by Minister of Science and ICT (1st Place) - PIDICON 2022
Ministry of Science and ICT, 2022.12.
Personal Information Deidentification Competition
Finalist (Track Winner of Chainapsis) - Junction Asia 2022
SHIFT, 2022.08.
Built open-source community for musical composition above Cosmos SDK and Keplr Wallet from Chainapsis.
3st Place - Azure Virtual Hackathon (DevOps with GitHub Track)
Microsoft, 2022.06
Developed a CI tool for Multi-stage Review Process
Prize by Minister of Science and ICT - Software Maestro 11th
Minister of Science and ICT, 2021.01.
Built an AI application BANJU, AI assisted chord accompany assistant.
