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IBM C1000-154 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Machine Learning Methods | - Supervised learning - Unsupervised learning - Model evaluation and validation |
| Data Science Fundamentals | - Types of data and data sources - Data science lifecycle |
| Data Visualization and Communication | - Visualization techniques - Communicating insights to stakeholders |
| Data Preparation and Analysis | - Exploratory data analysis - Feature engineering basics - Data cleaning and preprocessing |
| IBM Watson Tools and Platform | - Model development and deployment - IBM Watson Studio usage |
IBM Watson Data Scientist v1 Sample Questions:
1. Key metrics for a solution should be defined based on:
A) The number of available data scientists
B) The personal preferences of the project stakeholders
C) The most recent technological trends
D) The specific objectives and desired outcomes of the project
2. 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) Receiver Operating Characteristic
C) Random Output Curve
D) Recall Operation Curve
3. In the context of building models, why is it important to select a tool based on algorithm requirements and expertise?
A) Selecting a tool that matches the team's expertise ensures more efficient model development and troubleshooting.
B) It is legally required to use only certain tools for specific types of data.
C) Tools with the most features should always be selected to ensure model complexity.
D) All machine learning tools are essentially the same, making the selection process trivial.
4. When determining upskill requirements for a team working on a solution, it is important to consider:
A) The budget allocation for the project
B) The existing skill level of the team and the skills required for the project
C) The geographical location of the team members
D) The preferred programming languages of the team
5. Which of the following is true regarding cross-validation?
A) It decreases the variability of the model performance estimation.
B) It helps in identifying the model's performance variability across different data splits.
C) It involves training the model on the entire dataset at once.
D) It should be avoided as it leads to overfitting.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: B | Question # 5 Answer: A,B |
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