Model documentation and model cards in MLOps - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to create a basic model card title.

MLOps

model_card = {"title": "[1]"}

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

AModel Info

BModel Documentation

CMy Model Card

DCard Title

Attempts:

3 left

💡 Hint

Common Mistakes

Using a generic term like 'Card Title' instead of a descriptive title.

The title field in a model card should clearly state the model name or purpose. "My Model Card" is a clear and simple title.

2fill in blank

medium

Complete the code to add a description field to the model card.

MLOps

model_card["description"] = "[1]"

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

AThis model predicts house prices.

BModel accuracy is high.

CVersion 1.0

DCreated by team

Attempts:

3 left

💡 Hint

Common Mistakes

Using metadata like version or creator instead of description.

The description should explain what the model does. "This model predicts house prices." clearly describes the model's purpose.

3fill in blank

hard

Fix the error in the model card dictionary to include the 'metrics' field correctly.

MLOps

model_card = {"title": "House Price Model", "metrics": [1]

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

A{"accuracy": 0.95, "rmse": 3.2}

B["accuracy", "precision"]

C"accuracy: 0.95, rmse: 3.2"

Daccuracy=0.95, rmse=3.2

Attempts:

3 left

💡 Hint

Common Mistakes

Using a list or string instead of a dictionary for metrics.

The metrics field should be a dictionary with metric names as keys and their values. Option A correctly uses a dictionary.

4fill in blank

hard

Fill both blanks to create a model card dictionary with 'version' and 'author' fields.

MLOps

model_card = {"version": [1], "author": "[2]"}

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

A1.0

B0.1

CAlice

DBob

Attempts:

3 left

💡 Hint

Common Mistakes

Putting author as a number or version as a name.

The version should be a string or number like '1.0'. The author is a string with the creator's name. Here, '1.0' and 'Alice' are correct.

5fill in blank

hard

Fill all three blanks to add 'license', 'date', and 'tags' fields to the model card.

MLOps

model_card.update({"license": "[1]", "date": "[2]", "tags": [3])

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

AMIT

B2024-05-01

C["regression", "housing"]

DGPL

Attempts:

3 left

💡 Hint

Common Mistakes

Using license as a list or date as a number.

The license is a string like 'MIT'. The date is a string in YYYY-MM-DD format. Tags is a list of strings describing the model. The correct combination is 'MIT', '2024-05-01', and the list of tags.