ML Crossword #1
Across
- 3. In machine learning, a mechanism for bucketing categorical data
- 6. The primary algorithm for performing gradient descent on neural networks.
- 9. Abbreviation for independently and identically distributed
- 12. The more common label in a class-imbalanced dataset.
- 13. Applying a constraint to an algorithm to ensure one or more definitions of fairness are satisfied.
- 18. A process used, as part of training, to evaluate the quality of a machine learning model using the validation set.
- 19. A coefficient for a feature in a linear model, or an edge in a deep network.
- 20. A column-oriented data analysis API.
- 21. Abbreviation for generative adversarial network
Down
- 1. A post-prediction adjustment, typically to account for prediction bias.
- 2. A TensorFlow programming environment in which operations run immediately.
- 4. Obtaining an understanding of data by considering samples, measurement, and visualization.
- 5. An ensemble approach to finding the decision tree that best fits the training data
- 7. state-action value function
- 8. Loss function based on the absolute value of the difference between the values that a model is predicting and the actual values of the labels
- 10. A metric that your algorithm is trying to optimize.
- 11. The recommended format for saving and recovering TensorFlow models.
- 14. A statistical way of comparing two (or more) techniques, typically an incumbent against a new rival.
- 15. When one number in your model becomes a NaN during training, which causes many or all other numbers in your model to eventually become a NaN.
- 16. Q-learning In reinforcement learning, implementing Q-learning by using a table to store the Q-functions
- 17. A popular Python machine learning API