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IBM C1000-154 is an industry-recognized certification exam designed for professionals who want to showcase their knowledge and skills in the field of data science. C1000-154 exam is intended for experienced data scientists who are looking to validate their expertise in IBM Watson and its related technologies. Passing C1000-154 exam can help candidates demonstrate their proficiency in designing, building, and deploying AI-powered solutions.
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| Section | Weight | Objectives |
|---|---|---|
| Evaluate the Model | 15% | - Assess classification/regression metrics - Validate model generalizability - Identify bias and overfitting |
| Collect and Explore the Data | 15% | - Perform descriptive statistics and exploratory analysis - Identify and access data sources in Watson Studio - Detect patterns, outliers, and correlations |
| Governance and Compliance | 5% | - Data security and privacy regulations - Model governance and lineage tracking |
| Understand the Business Problem | 12% | - Define success metrics and constraints - Translate business requirements into data science objectives - Apply data science methodologies (CRISP-DM) |
| Prepare the Data | 18% | - Clean, transform, and normalize datasets - Use Watson tools for data preparation - Feature engineering and selection - Handle missing values and outliers |
| Visualization and Storytelling | 5% | - Communicate results to stakeholders - Create effective visualizations |
| Build the Model | 20% | - Train models using Watson AutoAI and SPSS - Compare and select best performing models - Select appropriate ML algorithms - Perform hyperparameter tuning |
| Deploy the Solution | 10% | - Monitor model performance post-deployment - Ensure scalability and reliability - Deploy models as APIs in Watson |
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