IBM Watson Data Scientist v1 : C1000-154 valid dumps

C1000-154 real exams

Exam Code: C1000-154

Exam Name: IBM Watson Data Scientist v1

Updated: Apr 20, 2025

Q & A: 82 Questions and Answers

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IBM Watson Data Scientist v1 Sample Questions:

1. In the case of imbalanced data, what technique is recommended to ensure that the train and test sets have similar distributions of the target variable?

A) Splitting based on the order of data collection
B) Using only the majority class for splitting
C) Random split without considering the target variable
D) Stratified split


2. Key metrics for a solution should be defined based on:

A) The personal preferences of the project stakeholders
B) The specific objectives and desired outcomes of the project
C) The most recent technological trends
D) The number of available data scientists


3. When comparing models to choose the best one, which factor is least likely to be considered?

A) The performance of the model on validation data
B) The color scheme of the model's output visualizations
C) The complexity of the model
D) The explainability of the model's predictions


4. Profiling and visualizing data using Watson tools primarily helps in:

A) Creating aesthetically pleasing presentations without regard to data relevance
B) Identifying patterns, outliers, and insights in the data
C) Increasing the quantity of data for analysis
D) Simplifying the data collection process without analyzing quality


5. What is data leakage in the context of model training?

A) A situation where the test data is not available
B) Leakage of sensitive information due to poor data handling practices
C) When data from outside the training dataset is accidentally included in the training process
D) Loss of data during the splitting process


Solutions:

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

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