IBM A1000-144 exam dumps : Assessment: IBM Machine Learning Data Scientist v1

  • Exam Code: A1000-144
  • Exam Name: Assessment: IBM Machine Learning Data Scientist v1
  • Updated: Sep 18, 2026     Q & A: 0 Questions and Answers

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IBM A1000-144 Exam Syllabus Topics:

SectionWeightObjectives
Model Implementation26%- Machine learning modeling
  • 1. Supervised learning (regression)
    • 2. Unsupervised learning (clustering)
      • 3. Dimensionality reduction
        • 4. Supervised learning (classification)
          Exploratory Data Analysis and Data Preparation18%- Data understanding and preparation
          • 1. Data balancing and partitioning
            • 2. Data visualization
              • 3. Data cleaning and anonymization
                Model Monitoring in Production17%- Operational ML monitoring
                • 1. Model evaluation
                  • 2. Bias detection
                    • 3. Production monitoring
                      Evaluate business problem including ethical implications21%- Business requirements understanding
                      • 1. Identify available data
                        • 2. AI design thinking
                          • 3. Ethical considerations in AI
                            • 4. Define business requirements
                              • 5. AI Ladder assessment
                                Model Refinement and Deployment18%- ML pipeline and deployment
                                • 1. Model explainability
                                  • 2. Feature engineering
                                    • 3. Training environment setup
                                      • 4. Hyperparameter tuning
                                        • 5. Tool selection

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