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IBM A1000-144 Exam Overview:
| Certification Vendor: | IBM |
|---|---|
| Exam Name: | Assessment: IBM Machine Learning Data Scientist v1 |
| Exam Number: | A1000-144 |
| Exam Duration: | 90 minutes |
| Available Languages: | English |
| Passing Score: | 45/61 |
| Exam Format: | Multiple Response, Multiple Choice, Assessment Exam |
| Related Certifications: | IBM Certified Data Scientist - Machine Learning Specialist v1 |
| Real Exam Qty: | 61 |
| Exam Way: | Online assessment delivered through Pearson VUE. |
| Pre Condition: | No prerequisite exam required. Candidates should have practical experience with machine learning workflows and IBM Watson Studio. |
| Official Syllabus URL: | https://www.ibm.com/training/certification/ibm-certified-data-scientist-machine-learning-specialist-v1-C9003500 |
IBM A1000-144 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Implement the Proper Model | 26% | - Implement supervised learning using classification - Implement supervised learning using regression - Implement unsupervised learning using clustering - Implement unsupervised learning using dimensional reduction |
| Exploratory Data Analysis Including Data Preparation | 18% | - Balance and partition data - Visualize data - Identify methods used to clean, label, and anonymize data |
| Evaluate Business Problem Including Ethical Implications | 21% | - Perform AI design thinking - Understand what data is available - Understand business requirements - Assess progress on the AI Ladder - Understand ethical challenges in the business problem |
| Monitor Models in Production | 17% | - Determine whether unfair bias exists in the model - Assess the model - Monitor the model in production |
| Refine and Deploy the Model | 18% | - Train the model and optimize hyperparameters - Select appropriate tools - Identify operations and transformations used for feature selection and engineering - Implement model explainability - Configure environment specifications for model training |
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