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IBM A1000-144 Exam Overview:

Certification Vendor:IBM
Exam Name:IBM Machine Learning Data Scientist v1 Assessment
Exam Number:A1000-144 / C1000-144
Related Certifications:IBM Certified Data Scientist - Machine Learning Specialist v1
Exam Format:Multiple Choice Questions, Scenario-based questions
Available Languages:English
Passing Score:45/61 (approx. 74%)
Exam Duration:90 minutes
Real Exam Qty:61
Recommended Training:IBM Machine Learning Specialist Learning Path
Exam Registration:IBM Certification Portal
Exam Way:Online proctored exam (IBM certification testing platform)
Pre Condition:Recommended experience in Python, SQL, statistics, and basic machine learning concepts
Official Syllabus URL:https://www.ibm.com/training/certification/ibm-certified-data-scientist-machine-learning-specialist-v1-C9003500

IBM A1000-144 Exam Syllabus Topics:

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

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