Exam Name: Foundations of Data Science using IBM watsonx
Certification Provider: IBM
Corresponding Certification: IBM Certification
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IBM C1000-177 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Development Tools and Techniques | 13% | - Use Python and libraries (Pandas, NumPy, Matplotlib, Scikit-learn) - Select appropriate statistical and modeling techniques - Work with structured and unstructured data formats - Navigate IBM watsonx.ai, Watson Studio, and Jupyter environments |
| Topic 2: Perform Exploratory Data Analysis | 21% | - Use visualization techniques to identify patterns and relationships - Assess data quality and suitability for modeling - Detect missing values, anomalies, and outliers - Apply descriptive statistics and summary metrics - Analyze statistical distributions and correlations |
| Topic 3: Pre-Processing and Feature Engineering | 33% | - Clean and normalize datasets - Select relevant features and reduce dimensionality - Integrate data from multiple sources - Apply categorical and numerical encoding techniques - Handle missing values and imbalanced data - Perform feature transformation and scaling |
| Topic 4: Evaluate the Business Problem | 16% | - Identify appropriate analytical tools and methodologies - Define project scope and success criteria - Formulate testable hypotheses - Translate business objectives into data science/ML/AI solutions |
| Topic 5: Model Selection, Training, Evaluation, and Presentation | 17% | - Apply responsible AI and bias mitigation principles - Choose appropriate machine learning algorithms - Evaluate performance using correct metrics - Split data into training, validation, and test sets - Train and tune model parameters - Interpret results and communicate insights to stakeholders |
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