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| Section | Weight | Objectives |
|---|---|---|
| Performance Optimization | 10% | - Scalability and deployment considerations - Hardware acceleration with NVIDIA platforms - Model efficiency and inference optimization |
| Core Machine Learning and AI Knowledge | 20% | - Neural network architectures relevant to multimodal systems - Fundamental concepts of machine learning and deep learning - Generative AI principles and techniques |
| Software Development and Engineering | 15% | - Libraries, frameworks, and tools for multimodal AI - Development workflows for generative AI applications - Best practices for building and maintaining systems |
| Multimodal Data | 15% | - Multimodal model architectures and integration - Characteristics of text, image, and audio data - Data preprocessing, fusion, and representation |
| Data Analysis and Visualization | 10% | - Visualization techniques for model behavior and results - Analyzing multimodal datasets and outputs - Interpretation of generative AI outputs |
| Experimentation | 25% | - Model training, fine-tuning, and evaluation - Metrics and validation strategies for generative models - Experiment design and methodology |
| Trustworthy AI | 5% | - Reliability, fairness, and safety in generative systems - Ethical considerations and responsible use - Robustness and error mitigation |
1. What role does 'late fusion' play in multimodal machine learning?
A) It refers to the process of combining multiple modalities at the decision level.
B) It refers to the process of combining multiple modalities at the feature level.
C) It refers to the process of combining multiple modalities at the preprocessing stage.
D) It refers to the process of combining multiple modalities at the training stage.
2. Which visualization technique is suitable for representing the distribution of performance scores for different multimodal ML models over different modalities?
A) Pie chart
B) Histogram
C) Box plot
D) Heatmap
3. In multimodal machine learning, what does 'early fusion' refer to?
A) Integrating different modalities at the beginning of the model pipeline.
B) Implementing the model in the early stages of development of the ML solution.
C) Ignoring certain modalities and only using one modality for analysis and prediction.
D) Training separate models for each modality and then combining their predictions.
4. During the process of data cleansing, which of the following steps is NOT typically performed?
A) Removing duplicates
B) Transforming data into a different format
C) Identifying and handling missing values
D) Collecting additional data
5. In large-language models, what is the purpose of the attention mechanism?
A) To assign weights to each word in the input sequence.
B) To measure the importance of the words in the output sequence.
C) To determine the order in which words are generated.
D) To capture the order of the words in the input sequence.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: A |
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