MLOps & Model Deployment Basics

The bridge between 'we built a model' and 'the model is in production and trustworthy'. This course covers packaging models, CI/CD for machine learning, monitoring for drift, and the responsible-AI checks every deployment should clear before it touches customers.

The gap this course fills is the one between a model that works in a notebook and a model that runs in production, which is where most organisational machine learning stops. Participants cover packaging a model, serving it behind an API, versioning both code and data, and the reproducibility discipline that lets you rebuild a result months later. Monitoring gets particular attention: data drift, model drift, and the operational reality that a model degrades quietly rather than failing loudly. The course also covers the handover question of who owns a model once it is live, which is an organisational problem more often than a technical one.

HRD Corp Training Provider MalaysiaHRD Corp SBL-Khas Claimable

Programme Modules

01

Model Packaging

Turning a notebook into a deployable artefact, containers, APIs and reproducible environments.

02

CI/CD for ML

Automating test, build and deploy for models, and how ML pipelines differ from software pipelines.

03

Monitoring & Drift

Tracking performance in production, detecting data and concept drift, and knowing when to retrain.

04

Responsible-AI Checks

Bias, explainability, logging and governance gates before and after a model goes live.

Key Outcomes

  • Package a model for deployment
  • Describe CI/CD for ML
  • Monitor models and detect drift
  • Apply responsible-AI checks pre-launch

Training Mode   Physical / Online / Hybrid / e-learning

HRD Corp   SBL-Khas Claimable

Duration   1 Day

Training Hours   9:00 AM to 5:00 PM

Level   Intermediate to Advanced

Certificate   None, Orbix own course. Delivered as an HRD Corp claimable workshop with an Orbix certificate of completion.

Frequently Asked Questions

Yes. MLOps & Model Deployment Basics is HRD Corp SBL-Khas claimable. Employers registered with HRD Corp (PSMB) can claim the training fee against their levy, as Orbix Tech Sdn Bhd is an HRD Corp certified training provider. Submit the SBL-Khas application before the session date.

MLOps & Model Deployment Basics runs for 1 day, 9:00 AM to 5:00 PM. It is delivered as an in-house closed group session, so the schedule can be adjusted to fit your team's working hours.

Yes. Delivery options are physical, online, hybrid, e-learning. In-house sessions run at your premises anywhere in Malaysia, online sessions run live over video conference, and hybrid combines both for teams split across sites.

None, Orbix own course. Delivered as an HRD Corp claimable workshop with an Orbix certificate of completion. Each certificate carries a certificate number that can be checked at orbixtech.my/certificate-verify.

Level: Intermediate to Advanced. The session is built around worked examples and group exercises rather than theory, so participants apply the material to their own organisation during the session.

Half-day and full-day sessions are quoted per session for a closed group, from RM 800 and RM 1,750 respectively. Advanced 2-day programmes are quoted per participant, from RM 4,000. All figures are before any HRD Corp levy claim.