
CRIBI Academy Course
AI Deployment & MLOps
A practical CRIBI Academy course on deploying AI systems, APIs, machine learning workflows, cloud infrastructure, and production-ready AI applications.
Audience
Developers, computer science students, startups, innovators, engineers, and technical teams
Duration
4–6 weeks depending on delivery format
Mode
In-person, hybrid, or online
Certification
Certificate of Participation issued by CRIBI, Kenya Methodist University

Course Overview
Building AI models is only one part of the modern AI ecosystem. Real-world value comes from deploying, managing, scaling, monitoring, and maintaining AI systems in production environments. This practical CRIBI Academy course introduces participants to AI deployment pipelines, APIs, cloud infrastructure, model serving, and modern MLOps workflows. Participants will gain hands-on exposure to deploying AI applications using Flask, FastAPI, Docker, cloud platforms, APIs, and production-oriented workflows. The course bridges the gap between AI experimentation and real-world operational systems, helping participants understand how modern AI products are built, deployed, monitored, and maintained. The training also introduces practical concepts in scalable AI architecture, deployment automation, inference systems, monitoring, infrastructure thinking, and production readiness. By the end of the course, participants will understand how to transition AI systems from development environments into usable products and operational services.
Who Should Attend
Learning Outcomes
Tools & Skills Covered
Course Outline
Module 1
Introduction to AI Deployment and MLOps
Module 2
Building APIs for AI Applications
Module 3
Flask and FastAPI for Production Systems
Module 4
Docker and Containerized AI Workflows
Module 5
Cloud Infrastructure and Deployment Fundamentals
Module 6
Model Serving, Inference Pipelines, and AI Architecture
Module 7
Monitoring, Scaling, and Operational AI Systems
Module 8
Capstone Practical: Deploy a Functional AI Application
Ready to Join?
Register your interest in this CRIBI Academy short course. The programme can be delivered to students, staff, faculty, industry teams, partner institutions, startups, and professional groups.
