Answers

Section 1 of 4-~ 12 min read-Synced from Cuantum content

1. a) Traditional programming relies on explicit rules, while machine learning models learn patterns from data.

2. b) Predicting house prices based on features like location and size

3. c) Self-supervised learning

4. b) Federated learning

5. b) NumPy arrays are more memory-efficient and support faster numerical computations.

6. b) array.reshape((3, 2))

7. c) isnull()

8. c) plt.scatter()

9. b) It encodes categorical features as binary vectors.

10. c) Plotly

11. a) traintestsplit()

12. c) Google Colab

13. a) A pair plot visualizes relationships between all pairs of features in a dataset and is useful for identifying patterns, correlations, and potential feature interactions.