Cost allocation and optimization in MLOps - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to set a budget alert threshold at 80%.

MLOps

budget_alert = BudgetAlert(threshold= [1])

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

A0.8

B80

C8

D1.2

Attempts:

3 left

💡 Hint

Common Mistakes

Using 80 instead of 0.8

Using values greater than 1

The threshold should be a decimal representing 80%, so 0.8 is correct.

2fill in blank

medium

Complete the code to filter cost data for the current month.

MLOps

filtered_costs = costs.filter(date__month= [1])

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

A12

Bcurrent_month

C30

Ddatetime.now().month

Attempts:

3 left

💡 Hint

Common Mistakes

Using a string instead of an integer

Hardcoding the month number

Using datetime.now().month dynamically gets the current month number.

3fill in blank

hard

Fix the error in the code to calculate cost per model deployment.

MLOps

cost_per_deployment = total_cost [1] number_of_deployments

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

A/

B*

C+

D-

Attempts:

3 left

💡 Hint

Common Mistakes

Using multiplication instead of division

Using addition or subtraction

To find cost per deployment, divide total cost by number of deployments.

4fill in blank

hard

Fill both blanks to create a dictionary of model costs filtered by cost greater than 100.

MLOps

model_costs = {model: cost [1] model, cost in cost_data.items() if cost [2] 100}

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

Afor

B==

C>

Din

Attempts:

3 left

💡 Hint

Common Mistakes

Using '==' instead of '>' for filtering

Using 'in' instead of 'for' in comprehension

The dictionary comprehension needs 'for' to iterate and '>' to filter costs above 100.

5fill in blank

hard

Fill all three blanks to create a filtered dictionary of model costs where cost is less than 500 and keys are uppercase.

MLOps

filtered_costs = [1]: cost for [2], cost in costs.items() if cost [3] 500

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

Amodel.upper()

Bmodel

C<

Dcost

Attempts:

3 left

💡 Hint

Common Mistakes

Using cost as key instead of model

Using '>' instead of '<' for filtering

Keys are converted to uppercase with model.upper(), iterated with model, and filtered with <.