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| Section | Objectives |
|---|---|
| Topic 1: AI Fundamentals | - AI Development Lifecycle - Introduction to Artificial Intelligence - Common AI Use Cases in Industry |
| Topic 2: Model Deployment and Operations | - Model Deployment Strategies - Inference Services - Monitoring and Maintenance |
| Topic 3: Machine Learning | - Unsupervised Learning
|
| Topic 4: Model Development with Huawei ModelArts | - AutoML Capabilities - ModelArts Platform Overview - Training Models on ModelArts |
| Topic 5: Deep Learning | - Model Training and Optimization - CNN and RNN Architectures - Neural Network Fundamentals |
| Topic 6: AI Application Development (EI) | - AI Service Integration - Building AI Applications - Enterprise Intelligence (EI) Concepts |
| Topic 7: Huawei AI Ecosystem Tools | - AI Development Toolchain - Huawei Cloud AI Services - MindSpore Framework Basics |
| Topic 8: Data Processing | - Data Collection and Cleaning - Data Labeling and Preparation - Feature Engineering |
1. Overfitting is a condition where a model is overly simple and excessive generalization errors occur.
A) TRUE
B) FALSE
2. Which of the following methods are useful when tackling overfitting?
A) Data augmentation
B) Using more complex models
C) Using dropout during model training
D) Using parameter norm penalties
3. The development of large models should comply with ethical principles to ensure the legal, fair, and transparent use of data.
A) TRUE
B) FALSE
4. Vision transformer (ViT) performs well in image classification tasks. Which of the following is the main advantage of ViT?
A) It achieves fast convergence without using pre-trained models.
B) It can process high-resolution images to enhance classification accuracy.
C) It can handle small datasets with minimal labeling required.
D) The self-attention mechanism is used to capture global features of images, improving classification accuracy.
5. Mel-frequency cepstral coefficients (MFCCs) take into account human auditory characteristics by first mapping the linear spectrum to the Mel nonlinear spectrum based on auditory perception, and then converting it to the cepstral domain.
A) TRUE
B) FALSE
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A,C,D | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: A |
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