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Huawei H13-321_V2.5 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Deep Learning Fundamentals | 15% | - Training and Fine-tuning - Neural Network Basics - Optimization Algorithms - CNN and RNN Architectures |
| Natural Language Processing Application | 15% | - Named Entity Recognition - Text Classification Models - Text Preprocessing and Embedding - Language Model Fine-tuning |
| ModelArts Pro Development | 20% | - AutoML and Automatic Model Training - Inference Service Configuration - Hyperparameter Optimization - Model Deployment and Management |
| Image Recognition Application Development | 15% | - Image Classification Models - Transfer Learning with Pre-trained Models - Object Detection Implementation - Image Segmentation |
| EI Model Development Fundamentals | 15% | - Model Development Process - Development Environment Setup - EI Service and Architecture - HiLens Framework and Skills |
| HiLens Platform Development | 20% | - Multi-modal Data Processing - Skill Development Framework - Real-time Inference Optimization - Edge Deployment Strategy |
Huawei HCIP-AI-EI Developer V2.5 Sample Questions:
Question 1
What are the advantages of deep learning-based speech recognition algorithms?
A. Automated feature extraction
B. No data training
C. End-to-end task processing
D. Forced alignment of annotated data
Question 2
Which of the following are object detection algorithms?
A. Faster-R-CNN
B. SSD
C. YOLO
D. R-CNN
Question 3
When training a deep neural network model, a loss function measures the difference between the model's predictions and the actual labels.
A. FALSE
B. TRUE
Question 4
If OpenCV is used to read an image and save it to variable "img" during image preprocessing, (h, w) = img.
shape[:2] can be used to obtain the image size.
A. FALSE
B. TRUE
Question 5
Maximum likelihood estimation (MLE) can be used for parameter estimation in a Gaussian mixture model (GMM).
A. FALSE
B. TRUE
Solutions:
| Question 1 Answer: A,C | Question 2 Answer: A,B,C,D | Question 3 Answer: B | Question 4 Answer: B | Question 5 Answer: B |
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