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IBM C2020-010 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Administration and Troubleshooting10%- Performance tuning and monitoring
- Process Engine logs and diagnostics
Topic 2: Evaluation and Deployment15%- Model evaluation and comparison
- Monitoring deployed models
- Export and score new data
Topic 3: Modeling25%- Model types and Auto Modeling nodes
- Supervised and unsupervised learning methods
- SQL pushback and performance optimization
Topic 4: Data Preparation30%- Merge, Append, and Field operations
- Type node and data coercion
- Data cleaning and transformation
- Sampling, balancing, and dimensionality reduction
Topic 5: Business and Data Understanding20%- Data sources and import using Source nodes
- CRISP-DM methodology and business objectives
- Data visualization and distribution analysis

IBM SPSS Modeler Professional v2 Sample Questions:

1. Which statement accurately describes the function of the Coerce data check setting on the Type node?

A) Checks fully instantiated fields for values outside the specified range and reports unspecified values.
B) Checks all fields for values outside the specified range and reports unspecified values.
C) Checks fully instantiated fields for values outside the specified range and converts unspecified values to legal values.
D) None of the above is accurate.


2. Which outlier treatment is not available in the Quality tab of the Data Audit output?

A) Nullify
B) Recode
C) Coerce
D) Discard


3. Which stage of the CRISP-DM (Cross Industry Standard Process for Data Mining) methodology is the most time consuming?

A) Data Preparation
B) Evaluation
C) Business Understanding
D) Modeling


4. Assume you have two data files: a personnel file with information about employees and a second file with information about performance categories. You will use IBM SPSS Modeler to merge the files together using performance category as the key. However, there are inconsistencies in the category keys used in both the personnel file and the performance file. In order to merge the files together without losing information from either the personnel file or the performance category file, you would use:

A) A full outer join.
B) An inner join.
C) An anti-join.
D) A partial outer join.


5. The Select node shown below performs which operation?

A) Selects respondents whose incomes are between 20,000 and 50,000.
B) Selects respondents whose incomes are exactly 20,000 or 50,000.
C) The expression is incorrect.
D) Selects respondents whose incomes are greater than or equal to 20,000 and less than or equal to 50,000.


Solutions:

Question # 1
Answer: C
Question # 2
Answer: B
Question # 3
Answer: A
Question # 4
Answer: A
Question # 5
Answer: C

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