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| Section | Weight | Objectives |
|---|---|---|
| Core ML & AI Knowledge | 20% | - Key algorithms and techniques - Basic concepts and terminology |
| Software Development & Engineering | 15% | - Integration and deployment of multimodal AI systems - Python libraries for multimodal AI |
| Performance Optimization | 10% | - Techniques for optimizing AI performance - Monitoring and improving system efficiency |
| Data Analysis & Visualization | 10% | - Visualization techniques for multimodal data - Data preprocessing and feature engineering |
| Experimentation | 25% | - Experimental design - A/B testing - Model evaluation and comparison - Hypothesis testing |
| Trustworthy AI | 5% | - Ethical considerations in AI development - Ensuring fairness and transparency |
| Multimodal Data | 15% | - Handling and integrating text, image, and audio data - Applications and use cases |
You have been given a dataset with missing values. What is the first step you should take with the data?
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For building a zero-shot image classification pipeline, what could be a crucial step in the process?
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Which of the following is a component of the Content Authenticity Initiative?
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How does the batch size influence VRAM consumption during inference with ML models on GPUs?
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You are developing a GenAI-Multimodal system that uses data from various sources. What is one potential issue you need to consider in relation to bias in data?
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