Experience
Work Experiences
DevOps - Software Engineer
Cloud Infra P, MX Mobile Experience, Samsung Electronics
Jan 2023 - Present
Entrusted to stabilize messaging application services. Diagnosed and resolved critical production issues, improve service availability and up-time; Implemented Zero Downtime Deployment; Enhanced batched message broadcasting, reducing benchmark time by over 90%. Improve overall communication between global R&D centers.Oversaw auto-versioning, image promotion among clusters, and cloud database migration. Developed load test tools for robustness, scalability, recoverability, and maintainability.
AI - Software Engineer
Cloud Infra P, MX Mobile Experience, Samsung Electronics
Dec 2022 - Dec 2023
Developed Distributed Query Engine with Learned Structured Index for machine learning databases and applied Reinforcement Learning for Horizontal Partitioning, Caching, and Indexing. Create Large Language Models Training using Low Rank Adaptation and model quantization for mobile use. Worked on audio/video streaming services to implemented, gRPC client LookAside, efficient audio/video stream routing algorithm for auto-scalable HPA, Cloud Native Selective Forwarding Units (SFU) for WebRTC.
AI Engineer Intern
Max Planck Institute Tübingen, Max Planck Society, Tübingen
July 2022 - Sep 2022
Joined RoLi Lab. Investigate pipeline robustness and self-supervised learning (SwAV, SimCLR, and BYOL). Experiment with latent bootstrapping and unsupervised clustering of zebrafish locomotion. As well write a custom neural network model of the primary visual cortex on PyTorch, and run the model natively on the website using ONNX. See chrysophyt.github.io/v1sh.
Computer Vision Research Assistant
Department of Computer Science and Electronics, UGM, Yogyakarta
April 2021 - Oct 2021
Joined Wahyono Ph.D. research group, assist Intelligent Surveillance Fire Detection research by gathering relevant video data, labeling and manually annotating the video. Automate ground truth generation and maintain the repository. Design a program UI prototype and write an original draft for the dataset paper.
Education
BSc in Computer Science
Gadjah Mada University (UGM), Yogyakarta (QS #1 in Indonesia 2022)
Aug 2018 - June 2022
Thesis : SP-BatikGAN: An Efficient GAN for Symmetric Pattern Generation
Advisor : Wahyono Ph.D. Stabilize GAN for limited data symmetric pattern generation tasks. With the use of generalized symmetry loss in generator training led to an 18% decrease in model FID, while efficient attention increased model diversity recall by 334%.
Machine Learning Summer Program
Grow with Google : Bangkit Academy
Feb 2021 - July 2021
- Graduate with Distinction, Top 10% nationwide by project ideation, pace, and grades (98/100).
Publications
Wahyono, Andi Dharmawan, Agus Harjoko, Chrystian, & Faisal Dharma Adhinata. Region-based Annotation Data of Fire Images for Intelligent Surveillance System. Data in Brief, Volume 41, 2022. https://doi.org/10.1016/j.dib.2022.107925
Chrystian, A. Subiantoro, & A. P. Arianto. “COVID-19 detection on Chest X-Ray Dataset with Capsule Neural Network” (translated, original in Indonesian), Prosiding SINAPTIKA ke-12, p. 26, 2020, ISSN: 2086-8251.
Chrystian, Wahyono. SP-BatikGAN : An Efficient GAN for Symmetric Pattern Generation, arXiv:2304.09384, 2023.
Teaching
Teaching Assistant - Two Machine Learning Class [KOM & ELS MII-2402]
Department of Computer Science and Electronics, UGM
Aug 2021 - Dec 2021
Teaching & Lab Assistant - Programming Class [MII-1201 & MII-1202]
Faculty of Mathematics and Natural Science, UGM
Aug 2019 - Dec 2020
Awards
- 2022 Full 4-Years Merit-Based Sea Scholarship Indonesia Awardee, Sea Group Limited Sg
- 2022 Hanrieder Foundation for Excellence, Max Planck Foundation, Max Planck Society
- 2021 Graduate with Distinction, Top 10% Startup Ideation Projects, Grow with Google ID
- 2020 Best Paper & Best Main Presenter, SINAPTIKA 2020, National-Level Workshop
- 2020 Undergraduate Research of The Year, Faculty of Mathematics and Natural Sciences, UGM
- 2020 1st Place Data Mining Competition, Codig 3.0, Mercu Buana University
- 2020 Data Mining National Finalist, GEMASTIK XIII, Ministry of Higher Education Indonesia
Extracurricular Activities
Sustainable Growth through Agro and Eco-Tourism Initiatives in Villages and Farms
Student Community Service, Yogyakarta
Dec 2021 - Feb 2022
Student Research Member at Intelligent System Lab
Department of Computer Science and Electronics, UGM
Aug 2021 - June 2022
Head of Gadjah Mada Game and Media Lab
IT Community at Gadjah Mada University
Aug 2019 - June 2020
Computing Skills & Hobbies
- Game Development with Unity, 3D Modeling, Story Writing, Digital Painting.
- Cloud Computing with Docker, Kubernetes, Terraform, Redis, Nginx, dotnet, Actor model.
- AI Development with custom PyTorch models, TensorFlow, ONNX,
- Web Development with NodeJS, React, JQuery
- Experienced working with Go, C++, C#, Java, Python, JS, MatLab, Rust.
- Experienced working with Docker, Kubernetes, AWS, ArgoCD, Github Actions, Redis Cluster.
Language Skills | |
---|---|
English | Fluent, IELTS 7.5 |
DE, KR | Elementary |
Certification
(Due to covid-19 everything seems to be online now)
- TensorFlow Developer (2021-2024)
- Coursera Google IT Automation with Python, IT Support, ICL Machine Learning (2021)
- Nature Masterclass writting, publishing, and reviewing paper (2021)