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IBM BAS-010 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data Preparation and Manipulation | 25% | - Merge and append datasets - Record operations: select, sort, aggregate, sample - Handling missing values and outliers - Field operations: derive, filter, reclassify, binning |
| Data Access and Source Nodes | 20% | - Data preview and metadata inspection - Import data from files and databases - Variable types and measurement levels |
| Introduction to SPSS Modeler and CRISP-DM | 15% | - CRISP-DM methodology - Modeler interface and workbench - Project and stream management |
| Model Evaluation and Deployment | 5% | - Model comparison and selection - Model accuracy and performance metrics - Export and deploy models |
| Data Exploration and Visualization | 15% | - Graph nodes: histograms, scatterplots, bar charts - Correlation and association analysis - Descriptive statistics and distributions |
| Modeling Techniques | 20% | - Classification and regression models - Association rules and sequence detection - Clustering and segmentation - Neural networks and decision trees |
IBM SPSS Modeler Professional v2 Sample Questions:
Question 1
Examine the output generated by the K-Means clustering model.
Study the results of the Distribution node relating the clusters created by K-Means to the outcome (dependent) field current customers; Vol = customers that left; In Vol = customers that were dropped because they did not pay).
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.
Question 2
In order to make Decision Tree models more general, avoid overfitting, and make the trees less complex, what would you need to change in the dialog below? (Choose two.)
A. Increase the pruning severity.
B. Decrease the Minimum records per child branch.
C. Increase the Minimum records per child branch.
D. Decrease the pruning severity.
Question 3
Fields of which measurement type are best suited for a Distribution node? (Choose two.)
A. Flag
B. Nominal
C. Continuous
D. Type less
Question 4
A histogram chart is used to graph fields of which measurement type?
A. Flag
B. Ordinal
C. Nominal
D. Continuous
Question 5
Which statement is the correct interpretation of the rule: "those that use less than or equal to 4.976 of LOCAL are predicted to be InVol"?
A. The rule applies to 88 people and the confidence is 80.7%.
B. This rule was accurate 88 times which was 80.7% of the time.
C. Thisruledoesnotexist.
D. The accuracy of this rule cannot be determined.
Solutions:
| Question 1 Answer: C | Question 2 Answer: A,C | Question 3 Answer: A,B | Question 4 Answer: D | Question 5 Answer: A |
