Leveraging Reusable AI Architecture Patterns
Artificial Intelligence
14 Videos | 55m 45s - Includes Assessment
- Earns a Badge
AI architecture patterns, some of which have been known for many years, have been formally identified as such only in the last couple of years. In this course, you'll identify 12 reusable, standard AI architecture patterns, and 3 AI architecture anti-patterns frequently used to architect common AI applications. You'll learn to differentiate between architecture and design patterns and explore how they're used. Next, you'll examine the structure of an AI architecture pattern, and that of an anti-pattern and its different parts. You'll identify when specific patterns should or can be used, when they need to be avoided, and how to avoid using anti-patterns. You will also learn that even good patterns can become anti-patterns when applied to solve a problem they were not intended for.
WHAT YOU WILL LEARN
-
discover the key concepts covered in this course
recognize and contrast AI architecture and design patterns
identify which patterns are used in each AI development phase
describe how the Federated Learning pattern works
describe how the Data Lake pattern works
describe how the Distinguish Business Logic from ML Models pattern works
describe how the Gateway Routing Architecture pattern works -
describe how the Data-algorithm-serving-evaluator pattern works
describe how the Closed-loop Intelligence pattern works
describe how the Daisy Architecture pattern works
describe how Kappa and Lambda architecture patterns work
describe how Microservices and Event-driven ML Microservices patterns work
identify the anti-patterns commonly found in AI architecture
summarize the key concepts covered in this course
IN THIS COURSE
-
1.Course Overview1m 57sUP NEXT
-
2.AI Architecture Patterns6m 36s
-
3.Architecture Patterns in AI Development Life Cycles6m 48s
-
4.Federated Learning Pattern2m
-
5.Data Lake Pattern2m 40s
-
6.Distinguish Business Logic from ML Models Pattern3m 18s
-
7.Gateway Routing Architecture Pattern1m 29s
-
8.Data-algorithm-serving-evaluator Pattern2m 48s
-
9.Closed-loop Intelligence Pattern4m 16s
-
10.Daisy Architecture Pattern2m 28s
-
11.Kappa and Lambda Architecture Patterns3m 16s
-
12.Microservices and Event-driven ML Microservices Patterns3m 59s
-
13.AI Architecture Anti-patterns6m 18s
-
14.Course Summary1m 52s
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
Skillsoft is providing you the opportunity to earn a digital badge upon successful completion of this course, which can be shared on any social network or business platform
Digital badges are yours to keep, forever.
