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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Experimentation | 25% | - A/B testing - Hypothesis testing - Model evaluation and comparison - Experimental design |
| Topic 2: Multimodal Data | 15% | - Handling and integrating text, image, and audio data - Applications and use cases |
| Topic 3: Performance Optimization | 10% | - Techniques for optimizing AI performance - Monitoring and improving system efficiency |
| Topic 4: Trustworthy AI | 5% | - Ethical considerations in AI development - Ensuring fairness and transparency |
| Topic 5: Core ML & AI Knowledge | 20% | - Key algorithms and techniques - Basic concepts and terminology |
| Topic 6: Software Development & Engineering | 15% | - Integration and deployment of multimodal AI systems - Python libraries for multimodal AI |
| Topic 7: Data Analysis & Visualization | 10% | - Visualization techniques for multimodal data - Data preprocessing and feature engineering |
Which of the following best describes the purpose of GAN (Generative Adversarial Networks)?
Correct Answer: D 🗳️
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What is contrastive learning in the context of multimodal deep learning? Pick the 2 correct responses below.
Correct Answer: B,C 🗳️
Explanation: Only visible for TroytecDumps members. You can sign-up / login (it's free).
During the process of data cleansing, which of the following steps is NOT typically performed?
Correct Answer: D 🗳️
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You have been given a dataset with missing values. What is the first step you should take with the data?
Correct Answer: A 🗳️
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In a multimodal machine learning context, how are different modalities usually linked to each other?
Correct Answer: D 🗳️
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