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EMC Dell Data Science Foundations Sample Questions (Q345-Q350):
NEW QUESTION # 345
What is a key consideration when preparing a presentation intended for analysts?
- A. Focus on clean simple-to-understand visuals
- B. Provide talking points to promote or evangelize the project
- C. Describe how to implement the model
- D. Emphasize the business benefits of implementing the model
Answer: A
Explanation:
Analysts value clarity and interpretability in data presentations. Clean, simple-to-understand visuals help them accurately assess the data, model outputs, and insights without unnecessary complexity.
NEW QUESTION # 346
What provides an extensive library of algorithm building tools to be used with the Hadoop ecosystem?
- A. HBase
- B. Mahout
- C. Pig
- D. Hive
Answer: B
NEW QUESTION # 347
Refer to the exhibit.
You have scored your Naive bayesian classifier model on a hold out test data for cross validation and determined the way the samples scored and tabluated them as shown in the exhibit.
What are the Precision and Recall rate of the model?
- A. Precision =262/288 Recall = 262/277
- B. Precision = 277/262 Recall = 288/262
- C. Precision = 288/262 Recall = 277/262
- D. Precision = 262/277 Recall = 262/288
Answer: D
NEW QUESTION # 348
You are using a Logistic Regression model to determine if an applicant's gender is a factor in determining whether or not they receive a bank loan. When you plot the results, you notice that the regression coefficient is zero.
What can be determined?
- A. Applicant's gender influences the loan decision
- B. Sample size of the data is too large
- C. Sample size of the data is too small
- D. Applicant's gender does not influence the loan decision
Answer: D
NEW QUESTION # 349
You build a decision tree to classify five different types of customers based on their browsing history from a sample of 500. The resulting decision tree has 17 layers. One of the leaf nodes has only three customers.
What do you conclude?
- A. The sample size is too small, so the classes may not be accurate
- B. Due to large number of layers, there may be an overfitting problem
- C. The decision tree needs to be rebuilt without the three customers
- D. The decision tree needs to be rebuilt to see if the results change
Answer: B
Explanation:
The decision tree having 17 layers and a leaf node with only three customers suggests that the tree is overfitting the data. This is because a deep tree with many layers can lead to overfitting, where the model fits the training data too closely, capturing noise and small details that do not generalize well to new data.
Reducing the tree depth or pruning the tree can help mitigate overfitting.
NEW QUESTION # 350
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