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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Analysis & Visualization | 10% | - Data preprocessing and feature engineering - Visualization techniques for multimodal data |
| Topic 2: Experimentation | 25% | - Experimental design - Hypothesis testing - A/B testing - Model evaluation and comparison |
| Topic 3: Trustworthy AI | 5% | - Ensuring fairness and transparency - Ethical considerations in AI development |
| Topic 4: Performance Optimization | 10% | - Techniques for optimizing AI performance - Monitoring and improving system efficiency |
| Topic 5: Multimodal Data | 15% | - Handling and integrating text, image, and audio data - Applications and use cases |
| Topic 6: Software Development & Engineering | 15% | - Integration and deployment of multimodal AI systems - Python libraries for multimodal AI |
| Topic 7: Core ML & AI Knowledge | 20% | - Key algorithms and techniques - Basic concepts and terminology |
In experimentation, how does data augmentation contribute to improving model accuracy?
Correct Answer: A 🗳️
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What advantage does multimodal learning have over unimodal learning?
Correct Answer: B 🗳️
Explanation: Only visible for TestkingPass members. You can sign-up / login (it's free).
What is the correct order of steps in an ML project?
Correct Answer: C 🗳️
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Assume you need to implement a multimodal pipeline to diagnose brain cancer type using MRI scans and their corresponding radiology reports. What do you need to include in the ablation study?
Correct Answer: C 🗳️
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How does CLIP understand the content of both text and images?
Correct Answer: B 🗳️
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