--- title: MLOps in Practice | Live Course in Canada | Get In Tech url: https://getintech.ca/course/mlops description: How models move from a notebook to production: pipelines, deployment, monitoring and the team habits around them. Live class, starts February 8, CA$99. --- [All courses](https://getintech.ca/courses) MLOps in Practice Data and ML Intermediate # 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 CA$99 plus tax Starts February 8, 2027 When Monday, 7:00 to 9:00 PM ET Length One 2 hour hands on live class View the curriculum Share[LinkedIn](https://www.linkedin.com/sharing/share-offsite/?url=https%3A//getintech.ca/course/mlops)[X](https://x.com/intent/post?url=https%3A//getintech.ca/course/mlops&text=MLOps%20in%20Practice%20%7C%20Get%20In%20Tech)[Facebook](https://www.facebook.com/sharer/sharer.php?u=https%3A//getintech.ca/course/mlops)[WhatsApp](https://wa.me/?text=MLOps%20in%20Practice%20%7C%20Get%20In%20Tech%20https%3A//getintech.ca/course/mlops)[Email](mailto:?subject=MLOps%20in%20Practice%20%7C%20Get%20In%20Tech&body=https%3A//getintech.ca/course/mlops) OutcomesCurriculumWho it is forScheduleMatching jobsFAQ ## 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 01 Part 1: Why models break in production (25 minutes) 3 topics - The gap between notebook and production - What MLOps covers - Roles on an ML team 02 Part 2: Versioning and pipelines (35 minutes) 3 topics - Versioning data, code and models together - Building a training pipeline - CI/CD for models 03 Part 3: Deploy (35 minutes) 3 topics - Batch and real time serving - Packaging and deploying a model - Rollbacks and safe releases 04 Part 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 Monday, February 8, 2027 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](https://getintech.ca/instructors). ## Jobs that ask for these skills Real AI and tech jobs in Canada, from verified employers and employers' own careers pages. Open jobs in Canada [All machine learning engineer jobs](https://getintech.ca/jobs?q=machine%20learning%20engineer) [**Browse jobs that need MLOps in Practice skills**Pay shown, apply on the employer's own site](https://getintech.ca/jobs?q=machine%20learning%20engineer) ## 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. ## Related courses [Data and ML · Intermediate RAG: Ground AI in Your Own Data Starts January 27 · CA$99](https://getintech.ca/course/rag)[AI · Intermediate Forward Deployed Engineer (FDE) Starts January 9 · CA$399](https://getintech.ca/course/forward-deployed-engineer)[Project management · Intermediate Forward Deployed Product Manager Starts January 9 · CA$399](https://getintech.ca/course/forward-deployed-pm)