Feature sharing across teams in MLOps - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to register a feature set in the feature store.

MLOps

feature_store.[1](feature_set)

Drag options to blanks, or click blank then click option'

Adelete_feature_set

Blist_feature_sets

Cupdate_feature_set

Dregister_feature_set

Attempts:

3 left

💡 Hint

Common Mistakes

Using methods that list or delete feature sets instead of registering.

Use register_feature_set to add a new feature set to the feature store for sharing.

2fill in blank

medium

Complete the code to retrieve a shared feature set by name.

MLOps

shared_features = feature_store.[1]('customer_features')

Drag options to blanks, or click blank then click option'

Adelete_feature_set

Bget_feature_set

Cregister_feature_set

Dlist_feature_sets

Attempts:

3 left

💡 Hint

Common Mistakes

Using list or delete methods instead of get.

The get_feature_set method fetches a feature set by its name for use.

3fill in blank

hard

Fix the error in the code to share features across teams by updating the feature set.

MLOps

feature_store.[1](feature_set)

Drag options to blanks, or click blank then click option'

Aregister_feature_set

Bdelete_feature_set

Cupdate_feature_set

Dlist_feature_sets

Attempts:

3 left

💡 Hint

Common Mistakes

Using register instead of update causes duplicate entries.

Use update_feature_set to modify an existing feature set for sharing updates.

4fill in blank

hard

Fill both blanks to create a feature view from a feature set and share it.

MLOps

feature_view = feature_store.[1](feature_set)
feature_store.[2](feature_view)

Drag options to blanks, or click blank then click option'

Acreate_feature_view

Bdelete_feature_view

Cregister_feature_view

Dlist_feature_views

Attempts:

3 left

💡 Hint

Common Mistakes

Deleting or listing instead of creating and registering.

First, create a feature view from the feature set, then register it to share with teams.

5fill in blank

hard

Fill all three blanks to define a feature set dictionary with name, features, and description.

MLOps

feature_set = {
  'name': '[1]',
  'features': [2],
  'description': '[3]'
}

Drag options to blanks, or click blank then click option'

Acustomer_features

B['age', 'income', 'purchase_history']

CFeatures about customers for marketing

D['height', 'weight']

Attempts:

3 left

💡 Hint

Common Mistakes

Mixing feature lists or using unrelated descriptions.

The feature set is named 'customer_features', includes the listed features, and has a descriptive text.