Exam Name: IBM Watson Data Scientist v1
Certification Provider: IBM
Corresponding Certification: IBM Certification
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IBM C1000-154 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Data Preparation and Analysis | - Exploratory data analysis - Data cleaning and preprocessing - Feature engineering basics |
| Data Visualization and Communication | - Communicating insights to stakeholders - Visualization techniques |
| Data Science Fundamentals | - Data science lifecycle - Types of data and data sources |
| Machine Learning Methods | - Unsupervised learning - Supervised learning - Model evaluation and validation |
| IBM Watson Tools and Platform | - IBM Watson Studio usage - Model development and deployment |
IBM Watson Data Scientist v1 Sample Questions:
1. Which search algorithm is known for its exhaustive search over a specified parameter space for hyperparameter tuning?
A) Binary Search
B) Random Search
C) Sequential Search
D) Grid Search
2. Which of the following is a common issue identified during the preprocessing of data?
A) Aesthetically unpleasing charts
B) Presence of missing values
C) Excessively large file names
D) Overly detailed documentation
3. Which of the following is true regarding cross-validation?
A) It helps in identifying the model's performance variability across different data splits.
B) It decreases the variability of the model performance estimation.
C) It should be avoided as it leads to overfitting.
D) It involves training the model on the entire dataset at once.
4. In the context of IBM Garage Methodology, which of the following best describes the "Enterprise Design Thinking" stage?
A) It emphasizes understanding user outcomes and business needs.
B) It involves the rapid building of prototypes to validate ideas.
C) It focuses on maintaining and operating solutions at scale.
D) It is primarily concerned with the technical deployment of solutions.
5. Which method is used for merging records in SPSS Modeler Merge node that allows specifying a requirement to be satisfied in order for the merge to take place?
A) Condition
B) Key
C) Filter
D) Order
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: A,B | Question # 4 Answer: A | Question # 5 Answer: A |
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