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SPSS IBMSPSSMPRO Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Model Evaluation | - Model performance metrics - Validation techniques (train/test split, cross-validation) |
| Model Building | - Association and sequence analysis - Classification and regression models - Clustering techniques |
| Model Deployment | - Deployment considerations and automation - Scoring models in SPSS Modeler |
| Data Preparation | - Data integration and sampling techniques - Data cleaning and transformation in SPSS Modeler - Handling missing values and outliers |
SPSS IBM SPSS Modeler Professional Certification Sample Questions:
After the binning node and Optimal binning on debt to income ratio Previously defaulted as the Supervisor field, we observe in matrix the following relationship between the behind field and previously defaulted.
This relationship exists because optimal binning attempts to create bins so the relationship between the Supervisor field and the banned field as maximized.
- A. False
- B. True
Correct Answer: B 🗳️
Which nodes can be used to replace missing data with valid values? [Select all that apply.)
- A. Filler node
- B. Data Audit node
- C. Distribution node
- D. Filter node
Correct Answer: A,B,D 🗳️
Examine the output generated by the K-Means clustering model.
Study the results of distribution node relating the clusters created by K-means to the outcome (dependant) field called churned (current=current customers; Vol = customers that left inVol = customers that were dropped because they did not pay)
If the goal is to not lose the InVol customers, what can be done to reduce the sketched of this occurring?
- A. Improve the long distance calling plan and rates.
- B. Improve the local calling plan and rates
- C. Create a "Pay as You Go" plan (pay only for the minutes you use)
- D. Improve the international calling plan and rates
Correct Answer: C 🗳️
In two step node shown below, what does standardize numeric fields mean?
- A. Transform the numeric fields to a scale with a mean of zero and variance of one.
- B. Limit the number of created clusters.
- C. Use only the numeric fields scale.
- D. Eliminate outliers to improve results.
Correct Answer: A 🗳️
Which stage of the CRISP-DM (Cross Standard Process for Data Mining) methodology is the most time consuming?
- A. Business Understanding
- B. Modeling
- C. Data Preparation
- D. Evaluation
Correct Answer: C 🗳️
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