As a Product Manager and MLOPS Engineer, I've developed AI-based assistance tools
and chatbots, handling up to
10K requests per
second.
I've built internal systems, deployed services with various integration tools, and
managed high-volume bots.
I've also developed and containerized new AI applications for scalability.
Jun. 2023 - Apr. 2024, Product Manager, Lead Backend
Developer, MLOPS Engineer
- Developed AI-based Assistance with LLM models integrating with MS-Teams and 6
other platforms (Telegram, Slack, etc.).
- Built a large-scale AI-based chatbot to handle 10K Req/Sec with RMQ and FastAPI.
- Built an internal Task Management system
along with Notification and Reminder Service.
- Built and deployed Notification Service
with RabbitMQ, API, and Socket integration.
- Built and deployed Reminder Service to
handle 10 kinds of periodic reminders with
simple usage along with cron-Job format and multiple integration tools such as
Socket and RMQ.
Jan-Feb. 2023 - May. 2023, Project Owner, Python Backend
Developer, MLOPS Coordinator
- Responsible for developing a flow-based/Intelligence chatbot using RASA.
- Built a large-scale chatbot to connect 10M
users with 15 AI services.
- Handling a huge request load by employing Nginx load balancer and Kubernetes.
- Built 'OneUpBot' with 1M requests per one hour (1M Req/Hour) on 3 different platforms such
as Telegram.
- Integrated monitoring service with Grafana, Loki, and etc.
Aug. 2022 - Jan. 2023, Machine Learning Engineer, Python
Developer
- Developed new AI applications such as DreamFashion, StyleAI, etc.
- Developed API-based application for AI service to provide concurrent
communication between AI and another back-end service with 500 Req/Sec.
- Containerized AI and API applications for clustering and scaling along with
CI/CD.
- Developed AI applications based on academic articles and brought them into
production level.