The Complete MLOps Product Design: AI Architecture Essential

سرفصل های دوره

Build, Deploy & Scale Production-Ready MLOps Features

1 - Introduction

1 - Course Overview

2 - Course preview

2 - MLOps use cases

3 - MLOps use cases

4 - MLOps Use Cases

5 - MLOps use cases

6 - MLOps use cases

7 - MLOps use cases

3 - DevOps Essentials

8 - DevOps

9 - DevOps

10 - DevOps

4 - MLOps Tools

11 - MLOps Tools

12 - MLOps Tools

13 - MLOps Tools

14 - MLOps Tools

15 - MLOps Tools

5 - Model Registry

16 - Model Registry

17 - Model Registry

18 - Model Registry

19 - Model Registry

20 - Model Registry

21 - Model Registry

22 - Model Registry

23 - Model Registry

23 - Practical-exercise-Registry.pdf

6 - Model Metadata

24 - Model Metadata

25 - Model Metadata

26 - Model Metadata

27 - Model metadata

27 - Practical-exercise-Metadata.pdf

7 - Hyperparameter optimization

28 - Hyperparameter optimization

29 - Hyperparameter optimization

30 - Hyperparameter optimization

30 - Practical-exercise-HPO.pdf

8 - Model Pipeline

31 - Model Pipeline

32 - Model Pipeline

32 - Practical-exercise-Pipeline.pdf

9 - Model Biasing

33 - Model Biasing

34 - Model Biasing

35 - Model Biasing

35 - Practical-exercise-Biasing.pdf

10 - Model Profiling

36 - Model Profiling

37 - Model Profiling

37 - Practical-exercise-Profiling.pdf

11 - Model Packaging

38 - Model Packaging

39 - Model Packaging

39 - Practical-exercise-Packaging.pdf

12 - Model Resource Manager

40 - Model Resource Manager

41 - Model Resource Manager

42 - Model Resource Manager

42 - Practical-exercise-Resource-Manager.pdf

13 - Model Retraining

43 - Model Retraining

44 - Model Retraining

45 - Model Retraining

46 - Model Retraining

46 - Practical-exercise-Retraining.pdf

14 - Model in Cloud

47 - Model in Cloud

48 - Model in Cloud

48 - Practical-exercise-in-Cloud.pdf

15 - MLOps Product design

49 - MLOps Product design

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تولید کننده: Udemy