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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Natural Language Processing Lab Guide10%- End-to-end application development
- NLP model training and evaluation
- Text preprocessing and feature engineering
Topic 2: Neural Network Basics4%- Basic concepts of neural networks
- Common neural network structures
- Training and optimization methods
Topic 3: Theoretical Knowledge and Applications of Speech Processing10%- Speech feature extraction
- Application cases
- Speech recognition and synthesis
- Speech signal processing foundation
Topic 4: Image Processing Lab Guide12%- Image processing model development and deployment
- Development environment setup
- Performance optimization and testing
Topic 5: Overview of ModelArts4%- Core functions and service modules
- ModelArts positioning and architecture
- Basic operation process
Topic 6: Overview of Huawei's AI Development Strategy and Full-Stack, All-Scenario AI Portfolio2%- Full-stack AI technology system
- Huawei AI development layout
- All-scenario AI solutions
Topic 7: Speech Processing Lab Guide12%- Speech model building and tuning
- Speech data processing practice
- Application deployment and verification
Topic 8: Theoretical Knowledge and Applications of Natural Language Processing10%- Text processing and representation
- Machine translation, text generation and other technologies
- Practical application
- Language model and semantic understanding
Topic 9: Theoretical Knowledge and Applications of Image Processing26%- Image preprocessing technology
- Typical application scenarios
- Image classification, detection and segmentation
- Feature extraction and representation

Huawei HCIP-AI-EI Developer V2.5 Sample Questions:

1. In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. In a Transformer model, there is customized LSTM with CNN layers.

A) TRUE
B) FALSE


2. Maximum likelihood estimation (MLE) requires knowledge of the sample data's distribution type.

A) TRUE
B) FALSE


3. 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.

A) TRUE
B) FALSE


4. In natural language processing tasks, word vector evaluation is an important aspect for measuring the performance of a word embedding model. Which of the following statements about word vector evaluation are true?

A) The word analogy task evaluates the capability of word vectors in capturing semantic relationships between words, for example, by determining whether "king - man + woman = ?" is close to "queen".
B) Word vector evaluation can be performed through intrinsic evaluation. Common methods include word similarity tasks and word analogy tasks.
C) Extrinsic evaluation is the main method used for evaluating word vectors because it directly reflects the performance of word vectors in real-world application tasks.
D) Word similarity tasks typically employ manually labeled datasets to evaluate word vectors, compute the cosine similarity between word vectors, and compare it with the manual labeling result.


5. Which of the following are required for the image object detection algorithm?

A) Object classification determination
B) Object location calculation
C) Confidence calculation
D) Object contour calculation


Solutions:

Question # 1
Answer: B
Question # 2
Answer: A
Question # 3
Answer: B
Question # 4
Answer: A,B,D
Question # 5
Answer: A,B,C

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