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IBM A1000-144 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Monitor and Maintain Models in Production | 10% | - Assess model performance and accuracy - Identify and mitigate bias and fairness issues - Update and retrain models as needed - Detect model drift and data drift |
| Topic 2: Refine, Optimize and Deploy Models | 20% | - Prepare environment for model deployment - Hyperparameter tuning and model optimization - Feature engineering and feature selection - Model explainability and interpretability - Use IBM Watson Studio and related tools |
| Topic 3: Exploratory Data Analysis and Data Preparation | 25% | - Handle missing values and outliers - Balance, partition, and split datasets - Clean, label, anonymize, and transform data - Perform statistical analysis and data visualization |
| Topic 4: Evaluate Business Problem and Ethical Considerations | 20% | - Identify available data sources and constraints - Understand business requirements and objectives - Apply AI design thinking and AI Ladder framework - Assess ethical, legal, and compliance implications |
| Topic 5: Select and Implement Machine Learning Models | 25% | - Unsupervised learning: Clustering algorithms - Model selection criteria and trade-offs - Supervised learning: Classification techniques - Supervised learning: Regression techniques - Unsupervised learning: Dimensionality reduction |
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