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NEW QUESTION: 1
While designing tasks within a given case, you need to determine how best to organize them. You have discovered through requirements that a number of these tasks are related. This relationship is that only one of these can be executed within a case. What option within Case Builder shows this relationship?
A. Manual task with pre-conditions
B. All Inclusive Set
C. Mutually-Exclusive Set
D. Required task with pre-conditions
Answer: C

NEW QUESTION: 2
x.1、x2、およびx3の機能に対してscikit-learn Pythonライブラリを使用して、機能のスケーリングを実行しています。
元のデータとスケーリングされたデータを次の図に示します。

ドロップダウンメニューを使用して、グラフィックに表示される情報に基づいて各質問に回答する回答選択肢を選択します。
注：それぞれの正しい選択には1ポイントの価値があります。

Answer:
Explanation:

Explanation:
Box 1: StandardScaler
The StandardScaler assumes your data is normally distributed within each feature and will scale them such that the distribution is now centred around 0, with a standard deviation of 1.
Example:

All features are now on the same scale relative to one another.
Box 2: Min Max Scaler

Notice that the skewness of the distribution is maintained but the 3 distributions are brought into the same scale so that they overlap.
Box 3: Normalizer
References:
http://benalexkeen.com/feature-scaling-with-scikit-learn/

NEW QUESTION: 3
You are a data scientist working for a bank and have used Azure ML to train and register a machine learning model that predicts whether a customer is likely to repay a loan.
You want to understand how your model is making selections and must be sure that the model does not violate government regulations such as denying loans based on where an applicant lives.
You need to determine the extent to which each feature in the customer data is influencing predictions.
What should you do?
A. Score the model against some test data with known label values and use the results to calculate a confusion matrix.
B. Use the interpretability package to generate an explainer for the model.
C. Add tags to the model registration indicating the names of the features in the training dataset.
D. Use the Hyperdrive library to test the model with multiple hyperparameter values.
E. Enable data drift monitoring for the model and its training dataset.
Answer: B
Explanation:
When you compute model explanations and visualize them, you're not limited to an existing model explanation for an automated ML model. You can also get an explanation for your model with different test data. The steps in this section show you how to compute and visualize engineered feature importance based on your test data.
Incorrect Answers:
A: In the context of machine learning, data drift is the change in model input data that leads to model performance degradation. It is one of the top reasons where model accuracy degrades over time, thus monitoring data drift helps detect model performance issues.
B: A confusion matrix is used to describe the performance of a classification model. Each row displays the instances of the true, or actual class in your dataset, and each column represents the instances of the class that was predicted by the model.
C: Hyperparameters are adjustable parameters you choose for model training that guide the training process. The HyperDrive package helps you automate choosing these parameters.
Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/how-to-machine-learning-interpretability-automl