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Oracle Cloud Infrastructure (OCI) Model Deployment Operations enables data scientists to deploy machine learning models as scalable HTTP endpoints for real-time inference. This service automates infrastructure provisioning, load balancing, and model serving, integrating seamlessly with the OCI model catalog. Designed for production environments, it supports zero-downtime updates, private networking, and GPU acceleration to ensure enterprise reliability. OCI model endpoints typically achieve sub-100ms latency for standard inference tasks while supporting high concurrency limits through automated horizontal scaling. This course provides the essential skills to operationalize models, ensuring they remain performant and maintainable within your infrastructure.
Model Catalog Access
Locate and retrieve models from the OCI model catalog
IAM Policies
Configure OCI Identity and Access Management policies for model deployment
score.py Functionality
Implement load_model and predict functions in score.py
runtime.yaml Configuration
Define inference conda environment in runtime.yaml file
Conda Environment
Package model dependencies using OCI Data Science conda environments
Model Artifact
Bundle model files into a valid model artifact structure
MLOps Engineer
Design and implement CI/CD pipelines for model deployment and monitoring using SageMaker and Kubernetes
Machine Learning Engineer
Operationalize ML models by building training and inference pipelines with SageMaker Pipelines and Feature Store
DevOps Engineer
Automate model deployment workflows and manage cloud infrastructure for scalable ML operations on AWS
Data Scientist
Collaborate on model packaging and validation to ensure reproducibility and performance in production environments
Cloud Architect
Design secure and scalable ML infrastructure using AWS services like SageMaker, S3 and Lambda
AI Solutions Architect
Integrate generative AI models and RAG pipelines into production systems with monitoring and governance
Trusted Worldwide
Our Impact in Numbers
500K+
Professionals Trained
98%
Exam Pass Rate
150+
Countries Reached
4.9★
Learner Rating
Training 5 or more employees?
Based on industry data from certified Model Deployment Operations professionals worldwide
of Model Deployment Operations professionals report faster deployment cycles after certification
Average salary increase reported after obtaining a Model Deployment Operations certification
*Source: Glassdoor / LinkedIn 2025
and 5,000+ organisations worldwide seeking Model Deployment Operations certified professionals
The building blocks every Model Deployment Operations solution is made of
See what your official Model Deployment Operations certification looks like. Download a sample — then let our advisors map the fastest path to earning the real one.
Four formats. One quality standard. Every option comes with the same expert instructors, official courseware, and money-back guarantee.
Most Popular
Traditional, instructor-led learning in popular global destinations.
Best Value
Flexible virtual learning with expert instructors from the comfort of your own space.
Fastest
Flexible on-site learning for larger groups. Fly an expert to your location anywhere in the world.
Most Flexible
Self-paced learning with edited lectures, courseware, hands-on labs, and optional doubt clearing sessions.
Most Focused
Dedicated instructor assigned exclusively to you for maximum personalisation and knowledge retention.
Bespoke
Bespoke curricula tailored to your tech stack, business processes, and learning goals.
New
Professionally hosted live webinars delivered to your global workforce at scale.
Assessment
AI-powered assessments to benchmark skills, identify gaps, and measure training ROI.
Every batch listed here is guaranteed to run. No cancellations.
Every factor that determines whether you actually pass your Model Deployment Operations exam — rated across every training format available.
| Criteria | Koenig | ALP Provider | Legacy Provider | Self-Paced Platform | Free Platform |
|---|---|---|---|---|---|
| Trainer Expertise & Certification | |||||
| MCT-Certified Trainers | Partial | Partial | |||
| Live Instructor-Led Classes | |||||
| 1-on-1 Private Training | |||||
| Microsoft Authorisation Standards | |||||
| Official Microsoft ALP Status | Partial | ||||
| Official MOC Courseware | Partial | ||||
| ESI / EA Credits Accepted | Partial | ||||
| Flexibility & Global Access | |||||
| Flexi / Any-Day Start | |||||
| On-Site / Fly-Me-A-Trainer | |||||
| Global Delivery (50+ countries) | Partial | Partial | |||
| Results & Proven Trust | |||||
| Exam Pass Rate | 95% | ~70–75% | Not published | Not tracked | Variable |
| Entry Price (Fundamentals) | ~$745 · best value | ~$1,500+ | ~$1,400+ | $15-30/mo | Free |
| Verified Student Reviews | 18,400+ · 4.9★ | Limited | Limited | High volume | N/A |
Data sourced from public pricing pages and review platforms. Accurate as of March 2026. Partial = available in select regions only.
Recognized by global vendors and quality bodies for training excellence


Winner of Microsoft Training Services Partner of the Year Award
2025

Winner of Microsoft's ANZ Superstar Campaign
2024

Winner of Microsoft's Asia Superstar Campaign
2022

Finalist – AWS Partner of the Year
2024

Winner of EC-Council ATC of the Year Award
2024

Winner of the PECB Titanium Partner Award
2024

Certified as a Great Place to Work
2011–2025

Winner of RedHat Gold Partner of the Year – Non-Retail (GLS India)
2025

Winner of RedHat Gold Partner of the Year – Non-Retail (GLS India)
2024

Winner of the Red Hat Partner of the Year Award
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Azure Administrator
AZ-104 Certified
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Sarah K.
CISO, Financial Services
Enterprise Client
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✓ Verified“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
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Data Platform Engineer
DP-600 Certified
✓ Verified“Our whole DevOps team got AZ-400 certified through Koenig’s corporate training. Smooth logistics and top-tier MCTs throughout.”
Carlos R.
Engineering Manager
AZ-400 Team Training
✓ VerifiedEverything you need to know about Model Deployment Operations certification training with Koenig Solutions.
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