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| Section | Weight | Objectives |
|---|---|---|
| Deploy the Solution | 10% | - Monitor model performance post-deployment - Deploy models as APIs in Watson - Ensure scalability and reliability |
| Prepare the Data | 18% | - Clean, transform, and normalize datasets - Feature engineering and selection - Handle missing values and outliers - Use Watson tools for data preparation |
| Collect and Explore the Data | 15% | - Perform descriptive statistics and exploratory analysis - Detect patterns, outliers, and correlations - Identify and access data sources in Watson Studio |
| Governance and Compliance | 5% | - Data security and privacy regulations - Model governance and lineage tracking |
| Evaluate the Model | 15% | - Identify bias and overfitting - Validate model generalizability - Assess classification/regression metrics |
| Understand the Business Problem | 12% | - Apply data science methodologies (CRISP-DM) - Translate business requirements into data science objectives - Define success metrics and constraints |
| Build the Model | 20% | - Perform hyperparameter tuning - Select appropriate ML algorithms - Train models using Watson AutoAI and SPSS - Compare and select best performing models |
| Visualization and Storytelling | 5% | - Create effective visualizations - Communicate results to stakeholders |
1. A model's performance is not solely dependent on its accuracy but also on:
A) Metrics like precision, recall, and F1 score
B) The color of the visualization charts
C) The choice of programming language
D) The number of features selected
2. Why is it important to create data splits that are reproducible?
A) To allow for larger test sets for more comprehensive testing
B) To ensure that each model run can be exactly replicated for verification and comparison
C) To use more data for testing than for training
D) To guarantee that the model will perform with 100% accuracy on unseen data
3. When using pandas in a Jupyter notebook for exploratory data analysis, what is a common practice?
A) Utilizing pandas to clean and transform data
B) Only analyzing datasets with less than 100 rows
C) Avoiding the use of visualizations to understand data
D) Ignoring missing values in the dataset
4. In defining a business problem, what is essential to align with the stakeholders?
A) Business objectives
B) Technical requirements
C) Data sources
D) Project milestones
5. Which hyperparameter is NOT commonly adjusted in a deep learning model?
A) Activation function
B) Number of layers
C) The color of the model's output
D) Learning rate
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: A | Question # 5 Answer: C |
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