Practitioner · 6 w · Hybrid Gangwon
Feature Stores for Production ML
Versioned training data, offline/online parity checks, and latency budgets for inference paths used by Samcheok cohort teams.
₩1,890,000
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Lab hours logged across the Vector Retrieval and GPU serving tracks since 2023 (internal activity log).
Machine learning engineering pathways with visible edges
Cohorts in Samcheok-si and remote nodes work through feature stores, streaming windows, and deployment stop rules without sugar-coating the time required.
Browse programs
Registration desk replies within two business days · Gangwon-do hybrid slots listed per syllabus
9
Open programs
5
Mentor disciplines
118
Survey responses
18
Partner touchpoints
72%
Labs finished on schedule
Delivery spine
Alternating narrative instead of four identical circles—each step names artifacts you can show a manager.
- 01
Source intake: rubrics, consent logs, and hardware manifests captured before notebooks open.
- 02
Build window: paired implementation with checkpoint budgets and cloud cost ops counters visible to the cohort.
- 03
Review gate: peer critique on schema contracts and inference SLAs, not generic praise.
- 04
Field rehearsal: Samcheok-si or remote dry-runs with explicit rollback scripts.
- 05
Handoff pack: model cards, incident templates, and postmortem prompts archived in shared drive.
Program catalog
Filters narrow the nine open listings—no hidden prerequisites.
Lead · 8 w · Live online
GPU Serving & Batch Windows
Queues, autoscaling groups, and mixed precision deployment patterns without promising unrealistic throughput gains.
₩2,240,000
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Foundations · 4 w · Self-paced labs
Human-in-the-Loop Labeling Pipelines
Instruction sheets, adjudication workflows, and drift triggers when label distributions shift on Gangwon manufacturing pilots.
₩980,000
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Practitioner · 5 w · Hybrid Gangwon
Vector Retrieval for Controlled RAG
Embeddings hygiene, chunking policies, and evaluation harnesses that score citation coverage rather than hype metrics.
₩1,650,000
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Practitioner · 5 w · Live online
Experiment Tracking for Governed Teams
Artifact lineage, model cards, and reviewer-friendly diff views aligned to internal quality standards checkpoints.
₩1,420,000
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Lead · 7 w · Hybrid Gangwon
Streaming Features & Windowed Aggregates
Flink-style windowing exercises with replay fixtures and backpressure drills drawn from logistics partners.
₩2,080,000
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Practitioner · 6 w · Self-paced labs
Edge Deployment for Vision Models
Quantization trade-offs, thermal envelopes, and field calibration notebooks for coastal sensor pilots.
₩1,540,000
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Foundations · 4 w · Live online
ML Testing in CI Pipelines
Dataset snapshot tests, contract tests for APIs, and shadow deployments with explicit stop conditions.
₩1,120,000
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Foundations · 3 w · Self-paced labs
Cost Observability for Training Jobs
Spot strategy spreadsheets, checkpoint budgets, and cloud cost ops dashboards that teams can adopt without overselling savings.
₩860,000
View full programCapability matrix
Three intake modes compared—Relay stays highlighted for blended teams.
| Track | Live touchpoints | GPU priority | Portfolio memo |
|---|---|---|---|
| Signal | Weekly | Shared queue | Optional add-on |
| Relay (recommended) | Weekly + clinics | Tokenized priority | Included |
| Beacon | Hybrid residencies | Rack time blocks | Extended revision |
Participant notes
“The Feature Stores for Production ML module forced us to write schema contracts before touching Feast. Our retail squad still ships those templates each sprint.”
“Shadow deployment stop rules were new to me; the worksheet alone justified the tuition.”
“Vector Retrieval for Controlled RAG finally gave me a citation checklist I could defend to quality standards.”
“Office hours pacing felt brisk—sometimes I wanted ten more minutes on ONNX—but the facilitators stayed after class with notes.”
“We appreciated that Cloud cost ops for Training Jobs never promised magical savings; instead we built interruption counters we still open every Monday.”
Collaboration marks
HSR
EWL
SCL
GDC
NBW
PSA
Logistics desk
Labs: Hybrid slots publish with ferry-friendly times from Gangwon coastal towns.
Devices: Bring-a-machine policy with documented minimum specs—no surprise cloud charges inside tuition.
Support: +82-8-435-8257 for scheduling conflicts; email forms on the contact route for written requests.
Office signal list
Monthly memo on syllabus deltas, partner office hours, and cloud cost ops clinic dates—no purchase links inside the letter.
Request the syllabus pack for the cohort starting 12 May 2026—PDF includes rubrics, hardware list, and refund anchors.