MLOps maturity levels - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to identify the first MLOps maturity level.

MLOps

maturity_level = "[1]"  # The initial stage of MLOps maturity

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

AAd hoc

BOptimized

CManaged

DAutomated

Attempts:

3 left

💡 Hint

Common Mistakes

Choosing 'Automated' as the first level, which is actually a later stage.

Confusing 'Managed' with the initial stage.

The first MLOps maturity level is called Ad hoc, where processes are informal and unstructured.

2fill in blank

medium

Complete the code to name the MLOps maturity level where processes become repeatable.

MLOps

maturity_level = "[1]"  # The stage where workflows are repeatable and documented

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

AAd hoc

BManaged

CAutomated

DOptimized

Attempts:

3 left

💡 Hint

Common Mistakes

Selecting 'Automated' too early in the maturity progression.

Confusing 'Ad hoc' with repeatable processes.

The Managed level is where processes are repeatable and documented, improving consistency.

3fill in blank

hard

Fix the error in naming the MLOps maturity level where automation is introduced.

MLOps

maturity_level = "[1]"  # The stage where automation is introduced

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

AAutomated

BAd hoc

CManaged

DOptimized

Attempts:

3 left

💡 Hint

Common Mistakes

Choosing 'Ad hoc' which is the initial manual stage.

Selecting 'Optimized' which is a more advanced level.

The Automated level introduces automation to reduce manual work and errors.

4fill in blank

hard

Fill both blanks to describe the highest MLOps maturity level and its focus.

MLOps

maturity_level = "[1]"  # Focus on continuous improvement and [2]

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

AOptimized

Bscalability

Creliability

DAd hoc

Attempts:

3 left

💡 Hint

Common Mistakes

Mixing up 'Ad hoc' with the highest level.

Choosing 'reliability' instead of 'scalability' for the focus.

The highest MLOps maturity level is Optimized, focusing on continuous improvement and scalability.

5fill in blank

hard

Fill all three blanks to complete the dictionary representing MLOps maturity levels and their key traits.

MLOps

mlops_levels = {
  "Ad hoc": "[1]",
  "Managed": "[2]",
  "Automated": "[3]"
}

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

Amanual and unstructured

Brepeatable and documented

Cautomation introduced

Doptimized and scalable

Attempts:

3 left

💡 Hint

Common Mistakes

Assigning 'optimized and scalable' to early levels.

Mixing up the traits between Managed and Automated.

This dictionary maps each MLOps maturity level to its key trait: Ad hoc is manual and unstructured, Managed is repeatable and documented, and Automated introduces automation.