Practical Deep Learning on the Cloud

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2:27:31

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1 - Introduction to Deep Learning in the Cloud

01 - The Course overview.mp4

03:27

02 - Introduction to Cloud Platform AWS.mp4

05:00

03 - Deep Learning and Deep Learning Algorithms.mp4

05:46

04 - Deep Learning on Cloud.mp4

03:50

05 - Course Projects.mp4

01:43

2 - Introduction to the Serverless Cluster AWS Services

06 - What Is Serverless Cluster Processing.mp4

07:19

07 - Introduction to Lambda, Step Functions, Batch, and Fargate.mp4

06:28

08 - Creating an AWS Account.mp4

02:59

09 - Where to Use Serverless Deep Learning Pipelines.mp4

03:16

10 - Installation of Serverless Framework and Deploying AWS Step Functions.mp4

07:46

3 - Training a Model Using TensorFlow

11 - Working with TensorFlow.mp4

04:01

12 - Training and Exporting a Model.mp4

04:16

13 - Using Different Repositories of Models.mp4

02:09

14 - Importing a Pretrained CNN Model.mp4

03:55

4 - Train Deep Learning Models for Computer Vision Tasks

15 - Deep Learning Solutions for Computer Vision Tasks.mp4

03:19

16 - How to Use Pretrained CNN Models for Your Computer Vision Task.mp4

02:56

17 - Using a Pretrained CNN Model for the New Dataset.mp4

04:17

18 - Using AWS SageMaker to Train Deep Learning CNN Models.mp4

10:46

5 - Image Data Pipeline on the Cloud

19 - Introduction to Data Pipelines and How AWS Fargate Can Be Used to Implement One.mp4

04:59

20 - Deploying AWS Step Functions with AWS Fargate Using Serverless Framework.mp4

06:32

21 - Image Data Pipeline Project.mp4

05:47

6 - Deep Learning Training Pipelines on the Cloud

22 - Building Deep Learning Training Pipelines.mp4

09:09

23 - Deploying AWS Step Functions with AWS Batch Using Serverless Framework.mp4

06:56

24 - Project Deep Learning Training Pipeline for the CNN.mp4

07:23

7 - Deep Learning Inference Pipelines for Production

25 - Introduction to Using AWS Lambda for Deep Learning Inference.mp4

13:17

26 - Deploying AWS Step Functions with AWS Lambda Using Serverless Framework.mp4

04:42

27 - Project - Deep Learning Inference Pipeline for CNN.mp4

05:33

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