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IBM Watson Data Scientist Certification Exam is a globally recognized certification that validates the candidate's proficiency in data science and IBM Watson tools. IBM Watson Data Scientist v1 certification is ideal for data scientists, data analysts, machine learning engineers, and other professionals who want to enhance their skills and advance their careers in the field of data science. IBM Watson Data Scientist v1 certification also demonstrates the candidate's ability to work with IBM Watson Studio and other IBM Watson tools, which are widely used in the industry.
| Section | Weight | Objectives |
|---|---|---|
| Evaluate the Model | 15% | - Validate model generalizability - Identify bias and overfitting - Assess classification/regression metrics |
| Governance and Compliance | 5% | - Model governance and lineage tracking - Data security and privacy regulations |
| Understand the Business Problem | 12% | - Apply data science methodologies (CRISP-DM) - Translate business requirements into data science objectives - Define success metrics and constraints |
| Visualization and Storytelling | 5% | - Create effective visualizations - Communicate results to stakeholders |
| Collect and Explore the Data | 15% | - Identify and access data sources in Watson Studio - Perform descriptive statistics and exploratory analysis - Detect patterns, outliers, and correlations |
| Prepare the Data | 18% | - Use Watson tools for data preparation - Clean, transform, and normalize datasets - Handle missing values and outliers - Feature engineering and selection |
| Build the Model | 20% | - Compare and select best performing models - Train models using Watson AutoAI and SPSS - Perform hyperparameter tuning - Select appropriate ML algorithms |
| Deploy the Solution | 10% | - Ensure scalability and reliability - Deploy models as APIs in Watson - Monitor model performance post-deployment |
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