Container registries for ML in MLOps - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to tag a Docker image before pushing it to a container registry.

MLOps

docker tag my-ml-model:latest myregistry.azurecr.io/[1]

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Amlmodel:v1

Blatest

Cmodel123

Dimage

Attempts:

3 left

💡 Hint

Common Mistakes

Using just 'latest' without the registry prefix

Using an invalid tag format

You need to tag the image with the registry name and a version tag like mlmodel:v1 before pushing.

2fill in blank

medium

Complete the command to push the tagged image to the container registry.

MLOps

docker push [1]

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Amyregistry/mlmodel

Bmy-ml-model:latest

Cmlmodel:v1

Dmyregistry.azurecr.io/mlmodel:v1

Attempts:

3 left

💡 Hint

Common Mistakes

Pushing without the registry URL

Using an incomplete image name

To push an image, you must specify the full registry path with the tag.

3fill in blank

hard

Fix the error in the command to login to an Azure container registry.

MLOps

az acr [1] --name myregistry

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Acreate

Bpush

Clogin

Dbuild

Attempts:

3 left

💡 Hint

Common Mistakes

Using 'push' instead of 'login'

Using 'create' which is for creating registries

The correct command to login to an Azure Container Registry is az acr login.

4fill in blank

hard

Fill both blanks to create a dictionary comprehension that filters images with tag 'v1'.

MLOps

images = {name: tag for name, tag in image_list if tag [1] [2]

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A==

B'v1'

C'latest'

D!=

Attempts:

3 left

💡 Hint

Common Mistakes

Using '!=' instead of '=='

Comparing to 'latest' instead of 'v1'

The comprehension filters images where the tag equals 'v1'.

5fill in blank

hard

Fill all three blanks to create a dictionary of image names in uppercase with their tags filtered by tag 'stable'.

MLOps

filtered_images = { [1]: [2] for name, [3] in images.items() if [2] == 'stable' }

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Aname.upper()

Btag

Dname

Attempts:

3 left

💡 Hint

Common Mistakes

Using 'name' instead of 'name.upper()' for keys

Mixing variable names in comprehension

The dictionary keys are the uppercase image names, values are tags, filtered by tag 'stable'.