Consider the Following Code: Import Numpy as Np

question 75

Multiple Choice

Consider the following code: import numpy as np
Index = np.random.choice(np.arange(len(X_train) ) , 24, replace=False)
Figure, axes = plt.subplots(nrows=4, ncols=6, figsize=(16, 9) )
For item in zip(axes.ravel() , X_train[index], y_train[index]) :
Axes, image, target = item
Axes.imshow(image, cmap=plt.cm.gray_r)
Axes.set_xticks([]) # remove x-axis tick marks
Axes.set_yticks([]) # remove y-axis tick marks
Axes.set_title(target)
Plt) tight_layout()
Which of the following statements a) , b) or c) is false?

• A) NumPy's choice function (from the numpy.random module) selects the number of elements specified in its second argument from the front of the array of values in its first.
• B) The choice function returns an array containing the selected values, which we store in index.
• C) The expressions X_train[index] and y_train[index] use index to get the corresponding elements from both arrays.
• D) All of the above statements are true.

Recognize the assumptions and limitations of different decision-making models, including bounded rationality.

Identify the role of heuristics in managerial decision making.

Understand the Z problem-solving model, including the final step preferences.

Define cognitive style and its significance in the decision-making process.

---

Definitions:

Chaotic Startup

An early stage in a business characterized by disorder and unpredictability as it seeks to establish its operations.

Legal Aspects

Components related to laws and regulations that impact businesses and their operations.

Board of Advisors

A group of experienced individuals selected to provide strategic advice and guidance to the management of an organization.

Liability

A financial obligation or responsibility that an individual or entity owes, which may result in the future sacrifice of economic benefits.