Leveraging Reusable AI Architecture Patterns
Artificial Intelligence
| Intermediate
- 14 Videos | 49m 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
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discover the key concepts covered in this courserecognize and contrast AI architecture and design patternsidentify which patterns are used in each AI development phasedescribe how the Federated Learning pattern worksdescribe how the Data Lake pattern worksdescribe how the Distinguish Business Logic from ML Models pattern worksdescribe how the Gateway Routing Architecture pattern works
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describe how the Data-algorithm-serving-evaluator pattern worksdescribe how the Closed-loop Intelligence pattern worksdescribe how the Daisy Architecture pattern worksdescribe how Kappa and Lambda architecture patterns workdescribe how Microservices and Event-driven ML Microservices patterns workidentify the anti-patterns commonly found in AI architecturesummarize the key concepts covered in this course
IN THIS COURSE
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1.Course Overview1m 57sUP NEXT
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2.AI Architecture Patterns6m 36s
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3.Architecture Patterns in AI Development Life Cycles6m 48s
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4.Federated Learning Pattern2m
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5.Data Lake Pattern2m 40s
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6.Distinguish Business Logic from ML Models Pattern3m 18s
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7.Gateway Routing Architecture Pattern1m 29s
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8.Data-algorithm-serving-evaluator Pattern2m 48s
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9.Closed-loop Intelligence Pattern4m 16s
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10.Daisy Architecture Pattern2m 28s
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11.Kappa and Lambda Architecture Patterns3m 16s
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12.Microservices and Event-driven ML Microservices Patterns3m 59s
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13.AI Architecture Anti-patterns6m 18s
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14.Course Summary1m 52s
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