MLOps in Practice
How a model moves from a notebook to production and stays healthy there: versioning, pipelines, deployment and monitoring, plus the team habits around them. You deploy a working model during class.
- Live class, online
- One 2 hour hands on live class
- Intermediate level
- Certificate you can verify
- Recordings included
What you will be able to do
- Version data, code and models together
- Build a CI/CD pipeline for a model
- Monitor drift and decide when to retrain
- Deploy a working model end to end
Hands on project
Deploy a working model from training to a live endpoint.
Curriculum
4 modules, 12 topics
01Part 1: Why models break in production (25 minutes)3 topics
- The gap between notebook and production
- What MLOps covers
- Roles on an ML team
02Part 2: Versioning and pipelines (35 minutes)3 topics
- Versioning data, code and models together
- Building a training pipeline
- CI/CD for models
03Part 3: Deploy (35 minutes)3 topics
- Batch and real time serving
- Packaging and deploying a model
- Rollbacks and safe releases
04Part 4: Monitor and retrain (25 minutes)3 topics
- Drift and performance monitoring
- Deciding when to retrain
- Alerts and ownership
Tools you will use
- Python
- Git
- MLflow
- Docker
- A cloud ML platform
Who this course is for
- Data scientists who need to ship models
- Software and DevOps engineers supporting ML
- Data and ML leads setting up practices
What to know first
- Python basics
- Some familiarity with Git
Upcoming schedule
Starts
Live sessions
Monday, 7:00 to 9:00 PM ET
Format
One 2 hour hands on live class
CA$99
A certificate employers can check
Every certificate has a code anyone can verify on getintech.ca. It also shows on your talent profile, so verified employers see it as a proven skill.
Taught live by practitioners who do this work. Meet the instructors.
Jobs that ask for these skills
Real AI and tech jobs in Canada, from verified employers and employers' own careers pages.
Questions about this course
Which cloud do you use?
The ideas apply to any cloud. Demos use free tools so you can follow along without a cloud account.
Is the class live or recorded?
Live, on a video call in Eastern time, with time for your questions. Every session is also recorded, and you keep the recordings for 30 days.
Do I get a certificate?
Yes. Finish the class and its exercises and you get a Get In Tech certificate with a code employers can check online.
Can my employer pay?
Yes. We invoice companies directly, and for three or more people from one team we can run a private session.
Are prices in Canadian dollars?
Yes. Prices are in CAD before tax. Sales tax is added at checkout based on your billing address.
Can I get a refund?
All sales are final, with no refunds. The one exception: if a PMP or BA cohort does not reach 10 students, you can move to the next cohort or get a full refund.