Bio
I am Chanseok Kang, an AI Engineer in the CTO Division at LG Electronics. Rather than working in headline AI areas such as speech or vision, I specialize in control, applying energy‑efficient AI algorithms to home appliances and deploying them in mass‑produced products.
I usually work with reinforcement learning (RL) as a problem solver. To make RL practical on the resource‑constrained hardware found in appliances, I have hands‑on experience with data‑driven RL pipelines as well as model quantization and optimization. Drawing on my background in platform software and device‑driver development, I also build communication interfaces between appliances and PCs, creating unique RL environments that did not previously exist.
- Selected Experience
- Tuned PID coefficients for HVAC systems in confined spaces by combining RL with classic control theory.
- Developed a compressor‑control strategy for refrigerators that proactively responds to load changes using data‑driven statistical models.
- Reduced spin‑cycle vibration across diverse loads in washing machines through data‑centric RL and devised a methodology for continual improvement with real‑world data.
- Designed optimal drying motions for varied laundry loads by applying RL to dryers, resulting in measurable performance gains.
I am committed to continuous personal growth through external engagements, including:
- 1 conference paper, 1 registered patent
- Translator of “Grokking Deep Reinforcement Learning” (Hanbit Media) and technical reviewer for “Machine Learning with TensorFlow” (Hanbit Media).
- Technical reviewer for multiple specialized publications (Hanbit Media, Jpub, Gilbut, and others).
For more details, please visit my blog.
Education
-
Seoul National University | M.S in Computer Science | 2013 - 2015
- Topic: Manycore-based efficient Power Management Framework
- Thesis: Hierachical Power Management Framework on Manycore systems using OS Migration Techniques
- Advisor: Bernhard Egger
- Chung-Ang University | B.S in Electrical and Electronics Engineering | 2006 - 2013
Experience
LG Electronics | Specialist | 2014 - present
Carnegie Mellon University (CMU) | Visiting Researcher | 2019
Korea Institute of Science and Technology (KIST) | Contract Researcher | 2012
University of Seoul (UoS) | Lecturer | 2012
Ulsan National Institute of Science and Technology (UNIST) | Undergraduate Researcher | 2011
Contact
Inquiries about my blog content, career guidance, or seminar invitations are always welcome.
Please reach me at kcsgoodboy [at] gmail.com.