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There is 1 module in this course
"Integrate and Optimize AI Services Seamlessly" is an applied, intermediate-level course designed for engineers and ML practitioners who want to build reliable, production-ready AI systems. Across focused, hands-on lessons, the course explores how real-world services communicate using APIs, message queues, and structured serialization formats. Learners gain practical experience integrating prediction services with gRPC and protobuf, improving consistency, performance, and cross-language compatibility. The course also guides participants through deployment health essentials, including interpreting Prometheus metrics, spotting early warning signs during canary releases, and making safe decisions to stabilize or roll back new versions. Through real scenarios, interactive activities, and expert-led demos, students develop the confidence to ship AI services that are fast, resilient, and operationally sound in modern distributed environments.
Integrate and Optimize AI Services Seamlessly" is an applied, intermediate-level course designed for engineers and ML practitioners who want to build reliable, production-ready AI systems. Across focused, hands-on lessons, the course explores how real-world services communicate using APIs, message queues, and structured serialization formats. Learners gain practical experience integrating prediction services with gRPC and protobuf, improving consistency, performance, and cross-language compatibility. The course also guides participants through deployment health essentials, including interpreting Prometheus metrics, spotting early warning signs during canary releases, and making safe decisions to stabilize or roll back new versions. Through real scenarios, interactive activities, and expert-led demos, students develop the confidence to ship AI services that are fast, resilient, and operationally sound in modern distributed environments.
What's included
7 videos2 readings4 assignments
Show info about module content
7 videos•Total 36 minutes
Where AI Systems Break: Integration First•5 minutes
How gRPC and Protobuf Reduce Latency and Errors•6 minutes
Integrating an AI Prediction Service: Choosing the Right Interface•3 minutes
Why Deployment Health Is Your Real Safety Net?•6 minutes
Canary Releases: Roll Forward, Stabilize, or Roll Back?•6 minutes
Demo: Reading Prometheus Dashboards During a Canary•5 minutes
Congratulations and Continuous Learning•4 minutes
2 readings•Total 20 minutes
APIs, Queues, and Serialization: The Core Integration Toolkit•10 minutes
Understanding Latency Percentiles in Production Systems•10 minutes
4 assignments•Total 59 minutes
Final Assessment: Integrating and Optimizing AI Services in Production•20 minutes
Quiz: Mapping Integration Choices to System Requirements•15 minutes
HOL: Designing an Integration Plan for an AI Prediction Service•12 minutes
HOL: Respond to a Canary Release Incident•12 minutes
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