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Huawei H13-321_V2.5 Exam Syllabus Topics:

SectionObjectives
Model Deployment and Operations- Model Deployment Strategies
- Inference Services
- Monitoring and Maintenance
Huawei AI Ecosystem Tools- AI Development Toolchain
- MindSpore Framework Basics
- Huawei Cloud AI Services
Model Development with Huawei ModelArts- ModelArts Platform Overview
- AutoML Capabilities
- Training Models on ModelArts
Machine Learning- Supervised Learning
  • 1. Regression Algorithms
    • 2. Classification Algorithms
      - Unsupervised Learning
      • 1. Dimensionality Reduction
        • 2. Clustering Methods
          Data Processing- Feature Engineering
          - Data Labeling and Preparation
          - Data Collection and Cleaning
          AI Fundamentals- Introduction to Artificial Intelligence
          - AI Development Lifecycle
          - Common AI Use Cases in Industry
          Deep Learning- Neural Network Fundamentals
          - Model Training and Optimization
          - CNN and RNN Architectures
          AI Application Development (EI)- Enterprise Intelligence (EI) Concepts
          - AI Service Integration
          - Building AI Applications

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

          1. Maximum likelihood estimation (MLE) can be used for parameter estimation in a Gaussian mixture model (GMM).

          A) TRUE
          B) FALSE


          2. The image saturation can be enhanced by processing the ________ component of the HSV color space. (Enter H, S, or V.)


          3. Which of the following statements about the levels of natural language understanding are true?

          A) Pragmatic analysis is to study the influence of the language's external environment on the language users.
          B) Semantic analysis is to analyze the structure of sentences and phrases to find out the relationship between words and phrases, as well as their functions in sentences.
          C) Speech analysis involves distinguishing independent phonemes from a speech stream based on phoneme rules, and then identifying syllables and their lexemes or words according to the phoneme form rules.
          D) Syntactic analysis is to find out the meaning of words, structural meaning, their combined meaning, so as to determine the true meaning or concept expressed by a language.
          E) Lexical analysis is to find the lexemes of a word and obtain linguistic information from them.


          4. 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


          5. Which of the following is a learning algorithm used for Markov chains?

          A) Baum-Welch algorithm
          B) Forward-backward algorithm
          C) Exhaustive search
          D) Viterbi algorithm


          Solutions:

          Question # 1
          Answer: A
          Question # 2
          Answer: Only visible for members
          Question # 3
          Answer: A,C,E
          Question # 4
          Answer: A
          Question # 5
          Answer: A

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