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IBM C1000-154 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Data Preparation and Analysis | - Feature engineering basics - Data cleaning and preprocessing - Exploratory data analysis |
| Data Visualization and Communication | - Visualization techniques - Communicating insights to stakeholders |
| Machine Learning Methods | - Unsupervised learning - Supervised learning - Model evaluation and validation |
| IBM Watson Tools and Platform | - IBM Watson Studio usage - Model development and deployment |
| Data Science Fundamentals | - Data science lifecycle - Types of data and data sources |
IBM Watson Data Scientist v1 Sample Questions:
1. 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
2. Which Python library is commonly used for data manipulation and analysis, and is available in Cloud Pak for Data?
A) TensorFlow
B) PyTorch
C) Pandas
D) Keras
3. Which metric is commonly used to evaluate the performance of a regression model?
A) Precision
B) Accuracy
C) Mean Squared Error (MSE)
D) Recall
4. Which of the following best describes when to use deep learning over traditional machine learning algorithms?
A) When working with high-dimensional data, such as images or natural language, where feature extraction is complex.
B) When the dataset is small and easily interpretable.
C) For simple tasks that require straightforward predictive modeling.
D) When computational resources are limited and model interpretability is not a concern.
5. Which of the following is NOT a direct benefit of connecting to data sources using Cloud Pak for Data?
A) Facilitating secure and scalable data connectivity
B) Enhancing collaboration across data science and IT teams
C) Automatically generating insights without data analysis
D) Streamlining the integration of diverse data sources
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: A | Question # 5 Answer: C |
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