BentoML SageMaker deployment
In this video, we are going to discuss the basics of BentoML and then go through a hands-on example of taking a Scikit-learn model and deploying it on SageMaker with the help of BentoML.
The code + sketches from the video can be found here: https://github.com/jankrepl/mildlyove...
00:00 Intro
00:52 [diagram] Ideas behind BentoML
03:07 [diagram] Step by step procedure
03:21 [code] Creating a model
06:50 [code] Creating a bento - service.py
14:31 [code] Creating a bento - bentofile.yaml
16:53 [code] bentoctl init
19:34 [code] Inspecting terraform files
21:10 [code] Containerization + pushing to ECR
23:15 [code] Deployment via terraform
25:13 [code] Sending request and running inference
27:41 [code] Destroying resources
29:05 Outro
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