Random seed management in MLOps - Interactive Code Practice

Practice - 5 Tasks

1fill in blank

easy

Complete the code to set a random seed in Python for reproducible results.

MLOps

import random
random.[1](42)

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

Arandint

Bshuffle

Cseed

Dchoice

Attempts:

3 left

💡 Hint

Common Mistakes

Using functions like randint or shuffle instead of seed.

Using random.seed(42) sets the seed for Python's random module, ensuring reproducible random numbers.

2fill in blank

medium

Complete the code to set the seed for NumPy's random number generator.

MLOps

import numpy as np
np.random.[1](123)

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

Aseed

Brandom

Crand

Dchoice

Attempts:

3 left

💡 Hint

Common Mistakes

Using rand or random instead of seed.

NumPy uses np.random.seed() to set the seed for reproducible random numbers.

3fill in blank

hard

Fix the error in setting the seed for PyTorch's random number generator.

MLOps

import torch
torch.[1](2024)

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

Aset_seed

Bmanual_seed

Crandom_seed

Dseed

Attempts:

3 left

💡 Hint

Common Mistakes

Using seed or set_seed which do not exist in PyTorch.

PyTorch uses torch.manual_seed() to set the seed for reproducibility.

4fill in blank

hard

Fill both blanks to set seeds for Python's random and NumPy's random generators for reproducibility.

MLOps

import random
import numpy as np
random.[1](101)
np.random.[2](101)

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

Aseed

Brandint

Drandom

Attempts:

3 left

💡 Hint

Common Mistakes

Using randint or random instead of seed.

Both Python's random.seed() and NumPy's np.random.seed() must be set for consistent random behavior.

5fill in blank

hard

Fill all three blanks to set seeds for Python's random, NumPy's random, and PyTorch's random generators.

MLOps

import random
import numpy as np
import torch
random.[1](7)
np.random.[2](7)
torch.[3](7)

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

Aseed

Cmanual_seed

Drandint

Attempts:

3 left

💡 Hint

Common Mistakes

Using randint instead of seed or manual_seed.

Set seeds using random.seed(), np.random.seed(), and torch.manual_seed() for full reproducibility.