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| Section | Objectives |
|---|---|
| Topic 1: Model Building | - Clustering techniques - Association and sequence analysis - Classification and regression models |
| Topic 2: Model Evaluation | - Validation techniques (train/test split, cross-validation) - Model performance metrics |
| Topic 3: Data Preparation | - Data cleaning and transformation in SPSS Modeler - Data integration and sampling techniques - Handling missing values and outliers |
| Topic 4: Model Deployment | - Scoring models in SPSS Modeler - Deployment considerations and automation |
1. The set Random seed option on the sample node is required if you want to draw the same random sample with the same records more than once.
A) False
B) True
2. Once a model has been developed, it needs to be monitored to be determining when it needs to be replaced. Which of the following is not a reason for replacing the model?
A) Changes in marketing strategies by your firm.
B) New customer in database.
C) Changes in general economy.
D) New products and services sold by your firm.
3. Which outlier treatment is not available in the Quality tab of the Data Audit output?
A) Discard
B) Coerce
C) Recode
D) Nullify
4. What are the advantages of pruning Decision Tree models? (Select all that apply.)
A) Pruning can increase the accuracy of the tree.
B) Pruning can help simplify the tree.
C) Pruning can improve the generalization of the tree.
D) Pruning in make the tree easier to interpret.
5. To score new data using an existing model, the user must:
A) Change the data source and rename the fields as needed to match the names of the in original file.
B) Change the data source and develop a new model for that data.
C) Change the data source and rename the fields so they do not match the names of the fields in original file.
D) Not change the data source and develop a new model for that data.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: B,C | Question # 5 Answer: D |
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