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DataTalksClub
Timecodes for "MLOps Zoomcamp 3.5 - Working with Deployments"
Summary: Hello everyone, welcome to our video on Prefect deployments and S3 data retrieval explained. In this video, we will be discussing how to create and access AWS credentials, S3 bucket, and how to use them in Prefect. We will start with a review of Prefect deployments and S3 data retrieval, explaining the basics of how they work and why they are important. We will then move on to creating AWS credentials and S3 bucket, including a step-by-step guide on how to do this. Next, we will show you how to create and save an S3 bucket object using Python code. We will also provide an overview of how to use the S3 bucket block in Prefect, including loading local data and setting up deployment. We will then demonstrate how to create and deploy an S3 file with a markdown artifact, and how to customize parameters for flow runs. Finally, we will provide a tutorial on setting up schedules for deployments. By the end of this video, you will have a comprehensive understanding of how to create and access AWS credentials, S3 bucket, and how to use them in Prefect. So, let's get started!
Key Takeaways:
- The video discusses Prefect deployments and S3 data retrieval, including creating and accessing AWS credentials and S3 bucket
- It provides a step-by-step guide on how to create AWS credentials and S3 bucket, and how to create and save an S3 bucket object using Python code
- The video also covers using the S3 bucket block in Prefect, creating and deploying an S3 file with a markdown artifact, customizing parameters for flow runs, and setting up schedules for deployments
- By the end of the video, viewers will have a comprehensive understanding of using AWS credentials and S3 bucket in Prefect.
Timestamps: 0:00:00 - Review: Prefect deployments and S3 data retrieval explained. 0:03:44 - AWS credentials block creation and S3 bucket access. 0:07:15 - Creating AWS credentials and S3 bucket. 0:11:14 - Python code creates and saves S3 bucket object. 0:14:47 - Overview of using S3 bucket block in Prefect. 0:18:57 - Loading local data and setting up deployment. 0:22:27 - Creating and deploying S3 file with markdown artifact. 0:26:32 - Deployment and parameter customization for flow runs. 0:30:13 - Tutorial on setting up schedules for deployments.
