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IBM C1000-154 Exam Syllabus Topics:

SectionObjectives
Data Science Fundamentals- Data science lifecycle
- Types of data and data sources
IBM Watson Tools and Platform- IBM Watson Studio usage
- Model development and deployment
Data Visualization and Communication- Communicating insights to stakeholders
- Visualization techniques
Machine Learning Methods- Model evaluation and validation
- Supervised learning
- Unsupervised learning
Data Preparation and Analysis- Exploratory data analysis
- Feature engineering basics
- Data cleaning and preprocessing

IBM Watson Data Scientist v1 Sample Questions:

Question 1

Which of the following is true about the AUC measure in the context of classification models?

A. It is less useful when the classes are highly imbalanced.
B. It indicates the number of false positives.
C. It represents the degree of separability between classes.
D. It measures the model's accuracy using a single threshold.


Question 2

Profiling and visualizing data using Watson tools primarily helps in:

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


Question 3

Which Python library is commonly used for data manipulation and analysis, and is available in Cloud Pak for Data?

A. Pandas
B. PyTorch
C. TensorFlow
D. Keras


Question 4

Which two packages can be used to customize the software configuration of a Jupyter notebook environment in Cloud Pak for Data?

A. conda
B. vim
C. pip
D. bash
E. sudo


Question 5

The ROC curve is a graphical representation that shows the performance of a classification model at all classification thresholds.
What does ROC stand for?

A. Regression Operation Characteristic
B. Random Output Curve
C. Recall Operation Curve
D. Receiver Operating Characteristic


Solutions:

Question 1
Answer: C
Question 2
Answer: A
Question 3
Answer: A
Question 4
Answer: A,C
Question 5
Answer: D

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