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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Image Recognition Application Development | 15% | - Image Classification Models - Transfer Learning with Pre-trained Models - Object Detection Implementation - Image Segmentation |
| Topic 2: ModelArts Pro Development | 20% | - Model Deployment and Management - Inference Service Configuration - AutoML and Automatic Model Training - Hyperparameter Optimization |
| Topic 3: HiLens Platform Development | 20% | - Skill Development Framework - Edge Deployment Strategy - Multi-modal Data Processing - Real-time Inference Optimization |
| Topic 4: EI Model Development Fundamentals | 15% | - Model Development Process - HiLens Framework and Skills - Development Environment Setup - EI Service and Architecture |
| Topic 5: Natural Language Processing Application | 15% | - Language Model Fine-tuning - Text Classification Models - Named Entity Recognition - Text Preprocessing and Embedding |
| Topic 6: Deep Learning Fundamentals | 15% | - Optimization Algorithms - Training and Fine-tuning - CNN and RNN Architectures - Neural Network Basics |
Which of the following statements about the levels of natural language understanding are true?
Correct Answer: B,D,E 🗳️
Explanation: Only visible for iPassleader members. You can sign-up / login (it's free).
The accuracy of object location detection can be evaluated using the intersection over union (IoU) value, which is a ratio. The denominator is the overlapping area between the prediction bounding box and ground truth bounding box, and the numerator is the area of union encompassed by both boxes.
Correct Answer: A 🗳️
Explanation: Only visible for iPassleader members. You can sign-up / login (it's free).
The basic operations of morphological processing include dilation and erosion. These operations can be combined to achieve practical algorithms such as opening and closing operations.
Correct Answer: B 🗳️
Explanation: Only visible for iPassleader members. You can sign-up / login (it's free).
Transformer models outperform LSTM when analyzing and processing long-distance dependencies, making them more effective for sequence data processing.
Correct Answer: B 🗳️
Explanation: Only visible for iPassleader members. You can sign-up / login (it's free).
Which of the following methods are useful when tackling overfitting?
Correct Answer: A,C,D 🗳️
Explanation: Only visible for iPassleader members. You can sign-up / login (it's free).
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