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NEW QUESTION: 1
You are evaluating a Python NumPy array that contains six data points defined as follows:
data = [10, 20, 30, 40, 50, 60]
You must generate the following output by using the k-fold algorithm implantation in the Python Scikit-learn machine learning library:
train: [10 40 50 60], test: [20 30]
train: [20 30 40 60], test: [10 50]
train: [10 20 30 50], test: [40 60]
You need to implement a cross-validation to generate the output.
How should you complete the code segment? To answer, select the appropriate code segment in the dialog box in the answer area.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:

Box 1: k-fold
Box 2: 3
K-Folds cross-validator provides train/test indices to split data in train/test sets. Split dataset into k consecutive folds (without shuffling by default).
The parameter n_splits ( int, default=3) is the number of folds. Must be at least 2.
Box 3: data
Example: Example:
>>>
>>> from sklearn.model_selection import KFold
>>> X = np.array([[1, 2], [3, 4], [1, 2], [3, 4]])
>>> y = np.array([1, 2, 3, 4])
>>> kf = KFold(n_splits=2)
>>> kf.get_n_splits(X)
2
>>> print(kf)
KFold(n_splits=2, random_state=None, shuffle=False)
>>> for train_index, test_index in kf.split(X):
print("TRAIN:", train_index, "TEST:", test_index)
X_train, X_test = X[train_index], X[test_index]
y_train, y_test = y[train_index], y[test_index]
TRAIN: [2 3] TEST: [0 1]
TRAIN: [0 1] TEST: [2 3]
References:
https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html

NEW QUESTION: 2
A United States (U.S.) bank was recently alerted by law enforcement of an increase in sale of large denomination U.S. bank notes to casas de cambio. They suspect that a Mexican syndicate is operating a money laundering scheme in the bank's jurisdiction.
Which two steps should be taken to trace funds through the bank to assist law enforcement in their investigation? (Choose two.)
A. Identify if there is a decrease in the sale of large denomination U.S. bank notes to casas de cambio by the bank
B. Identify deposits by casas de cambio that include third-party items including sequentially numbered monetary instruments
C. Identify the money laundering scheme and submit a suspicious transaction report
D. Identify multiple wire transfers initiated by casas de cambio to jurisdictions outside of Mexico that bear no apparent business relationship with that casa de cambio
Answer: B,D

NEW QUESTION: 3
A conglomerate entity acquired 100% of the net assets of a target entity for US $900 cash. The target entity is balance sheet just prior to the acquisition is presented below.
The amount of goodwill to be recorded by the conglomerate entity related to its purchase of the target entity is:
A. US $50
B. US $200
C. None of the answers are correct
D. US $(200)
Answer: B
Explanation:
Goodwill is the excess of the cost over the net fair value of the acquired identifiable assets, liabilities, and contingent liabilities recognized. This net fair value equals the sum of cash, receivables, inventory, and PPE minus liabilities. Hence, the net fair value acquired is US $700 and goodwill is US $200$900 cost-$700).