"ν¨μμ κ°μ κ°λ°μ" β μ»΄ν¨ν° κΈ°μ μ νμ©νμ¬ λ¬Έμ λ₯Ό ν΄κ²°νλ λ° κ΄μ¬κ³Ό μ΄μ μ κ°μ§ μννΈμ¨μ΄ κ°λ°μμ λλ€.
- π§ MLOps Engineer with 4+ years of experience building AI/ML platforms
- π M.S. in Computer Science @ Kwangwoon University
- π Seoul, South Korea
- π« Reach me at hwyn.cho@gmail.com
Python FastAPI Go Fiber PostgreSQL Redis
MLOps Engineer
- AI Platform Backend β Event Driven μν€ν
μ² κΈ°λ° AI νλ«νΌ λ°±μλ μ€κ³ λ° κ°λ°
- Go + Fiber νλ μμν¬ κΈ°λ° λ°±μλ μλ² κ΅¬ν
- NATS κΈ°λ° λΉλκΈ° μ΄λ²€νΈ μ²λ¦¬ μμ€ν μ€κ³
- μ‘°μ§/νλ‘μ νΈ/μ¬μ©μ RBAC κΆν κ΄λ¦¬ μμ€ν κ°λ°
- Dockerfile, Helm μ°¨νΈ μμ± λ° CI/CD μν¬νλ‘μ° κ΅¬μΆ
MLOps Engineer
-
LinkTM β DAG κΈ°λ° νμ΄νλΌμΈ μ€ν μμ§ λ° λ°±μλ API κ°λ°
- μ»΄ν¬λνΈ μμ°¨/λ³λ ¬ μ€ν, ZeroMQ κΈ°λ° μ€μκ° μΆλ ₯ μΊ‘μ²
- 체ν¬ν¬μΈνΈ κΈ°λ₯, Kubeflow μ°λ νμ΄νλΌμΈ λ³ν
-
RunwayTM β Kubernetes κΈ°λ° AI λͺ¨λΈ νμ΅/λ°°ν¬ νλ«νΌ
- Redis κΈ°λ° νλ‘ν λΌμ΄μ μ€ λ° λμμ¬μ©μ μ μ΄
- Elasticsearch + Fluentd μ¬μ©μ μ΄λ ₯ κ΄λ¦¬ μμ€ν
- ONNX Runtime, Knative νμ© μ£μ§ λνλ‘μ΄λ¨ΌνΈ
- Python SDK μ€κ³ λ° κ°λ°
Researcher
- ν΄μκ²½μ°°μ² μ°κ΅¬κ³Όμ : κΈ°κ³νμ΅/μ§νμ°μ° κΈ°λ° μ μΆμ νμ°κ²½λ‘ μμΈ‘
- νκ΅μ°κ΅¬μ¬λ¨ μ°κ΅¬κ³Όμ : λμ©λ λ€νΈμν¬/ν μ€νΈ λ°μ΄ν° λΆμ λ° μΆμ²μμ€ν
| Year | Title | Venue |
|---|---|---|
| 2020 | An Improvement on Estimated Drifter Tracking through ML and Evolutionary Search | Applied Sciences (SCI) |
| 2020 | A Genetic Algorithm to Optimize SMOTE and GAN Ratios in Class Imbalanced Datasets | GECCO 2020 |
| 2019 | Stabilized Training of GANs by a Genetic Algorithm | GECCO 2019 |
| 2018 | Parameter Space Analysis of Genetic Algorithm Using SVR | GECCO 2018 |
κ΄μ΄λνκ΅ u-Campus μΉ΄μΉ΄μ€ν‘ μλ¦Ό μλΉμ€
- π’ κ΅λ΄ 곡μ§μ¬ν, κ°μμλ£, κ³Όμ λ±λ‘ μ μ€μκ° μλ¦Ό
- π₯ 4λ κ° λμ μ¬μ©μ 5,500+ λͺ (μ κ΅μμ μ½ 70%)