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IBM A1000-144 certification exam covers a wide range of topics related to machine learning, including data preparation, model selection, feature engineering, and evaluation. Candidates will be expected to demonstrate their knowledge of various machine learning algorithms, such as linear regression, decision trees, and neural networks. They will also need to be familiar with the latest trends and techniques in machine learning, including deep learning, reinforcement learning, and natural language processing.
To prepare for the IBM A1000-144 Assessment exam, candidates can take advantage of various resources provided by IBM, including online courses, tutorials, and practice exams. These resources cover the topics and skills required for the exam and provide hands-on experience with IBM Watson Studio and IBM Watson Machine Learning services. Candidates can also use external resources such as books and online courses to supplement their preparation.
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| Section | Weight | Objectives |
|---|---|---|
| Evaluate Business Problem Including Ethical Implications | 21% | - Understand ethical challenges in the business problem - Assess progress on the AI Ladder - Understand business requirements - Perform AI design thinking - Understand what data is available |
| Implement the Proper Model | 26% | - Implement unsupervised learning using dimensional reduction - Implement supervised learning using regression - Implement supervised learning using classification - Implement unsupervised learning using clustering |
| Exploratory Data Analysis Including Data Preparation | 18% | - Balance and partition data - Visualize data - Identify methods used to clean, label, and anonymize data |
| Monitor Models in Production | 17% | - Assess the model - Determine whether unfair bias exists in the model - Monitor the model in production |
| Refine and Deploy the Model | 18% | - Configure environment specifications for model training - Implement model explainability - Train the model and optimize hyperparameters - Select appropriate tools - Identify operations and transformations used for feature selection and engineering |
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