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In diesem Kurs gibt es 1 Modul
"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.
Das ist alles enthalten
7 Videos2 Lektüren4 Aufgaben
Infos zu Modulinhalt anzeigen
7 Videos•Insgesamt 36 Minuten
Where AI Systems Break: Integration First•5 Minuten
How gRPC and Protobuf Reduce Latency and Errors•6 Minuten
Integrating an AI Prediction Service: Choosing the Right Interface•3 Minuten
Why Deployment Health Is Your Real Safety Net?•6 Minuten
Canary Releases: Roll Forward, Stabilize, or Roll Back?•6 Minuten
Demo: Reading Prometheus Dashboards During a Canary•5 Minuten
Congratulations and Continuous Learning•4 Minuten
2 Lektüren•Insgesamt 20 Minuten
APIs, Queues, and Serialization: The Core Integration Toolkit•10 Minuten
Understanding Latency Percentiles in Production Systems•10 Minuten
4 Aufgaben•Insgesamt 59 Minuten
Quiz: Mapping Integration Choices to System Requirements•15 Minuten
HOL: Designing an Integration Plan for an AI Prediction Service•12 Minuten
HOL: Respond to a Canary Release Incident•12 Minuten
Final Assessment: Integrating and Optimizing AI Services in Production•20 Minuten
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¹ Einige Aufgaben in diesem Kurs werden mit AI bewertet. Für diese Aufgaben werden Ihre Daten in Übereinstimmung mit Datenschutzhinweis von Courseraverwendet.