Catalog / Samcheok-si desk
Programs open for inquiry
Each listing links to a detail sheet with module names, hardware expectations, and refund references—no automated checkout on this route.
Feature Stores for Production ML
Practitioner · 6 weeks · Hybrid Gangwon
Versioned training data, offline/online parity checks, and latency budgets for inference paths used by Samcheok cohort teams.
GPU Serving & Batch Windows
Lead · 8 weeks · Live online
Queues, autoscaling groups, and mixed precision deployment patterns without promising unrealistic throughput gains.
Human-in-the-Loop Labeling Pipelines
Foundations · 4 weeks · Self-paced labs
Instruction sheets, adjudication workflows, and drift triggers when label distributions shift on Gangwon manufacturing pilots.
Vector Retrieval for Controlled RAG
Practitioner · 5 weeks · Hybrid Gangwon
Embeddings hygiene, chunking policies, and evaluation harnesses that score citation coverage rather than hype metrics.
Experiment Tracking for Governed Teams
Practitioner · 5 weeks · Live online
Artifact lineage, model cards, and reviewer-friendly diff views aligned to internal quality standards checkpoints.
Streaming Features & Windowed Aggregates
Lead · 7 weeks · Hybrid Gangwon
Flink-style windowing exercises with replay fixtures and backpressure drills drawn from logistics partners.
Edge Deployment for Vision Models
Practitioner · 6 weeks · Self-paced labs
Quantization trade-offs, thermal envelopes, and field calibration notebooks for coastal sensor pilots.
ML Testing in CI Pipelines
Foundations · 4 weeks · Live online
Dataset snapshot tests, contract tests for APIs, and shadow deployments with explicit stop conditions.
Cost Observability for Training Jobs
Foundations · 3 weeks · Self-paced labs
Spot strategy spreadsheets, checkpoint budgets, and cloud cost ops dashboards that teams can adopt without overselling savings.