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| Section | Objectives |
|---|---|
| Topic 1: Deep Learning | - CNN and RNN Architectures - Neural Network Fundamentals - Model Training and Optimization |
| Topic 2: Machine Learning | - Unsupervised Learning
|
| Topic 3: Model Development with Huawei ModelArts | - AutoML Capabilities - Training Models on ModelArts - ModelArts Platform Overview |
| Topic 4: Huawei AI Ecosystem Tools | - MindSpore Framework Basics - AI Development Toolchain - Huawei Cloud AI Services |
| Topic 5: AI Fundamentals | - Introduction to Artificial Intelligence - AI Development Lifecycle - Common AI Use Cases in Industry |
| Topic 6: Data Processing | - Feature Engineering - Data Labeling and Preparation - Data Collection and Cleaning |
| Topic 7: AI Application Development (EI) | - Building AI Applications - Enterprise Intelligence (EI) Concepts - AI Service Integration |
| Topic 8: Model Deployment and Operations | - Model Deployment Strategies - Inference Services - Monitoring and Maintenance |
1. If a scanned document is not properly placed, and the text is tilted, it is difficult to recognize the characters in the document. Which of the following techniques can be used for correction in this case?
A) Affine transformation
B) Grayscale transformation
C) Perspective transformation
D) Rotational transformation
2. 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.
A) FALSE
B) TRUE
3. Which of the following is a learning algorithm used for Markov chains?
A) Baum-Welch algorithm
B) Viterbi algorithm
C) Forward-backward algorithm
D) Exhaustive search
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. In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. The Transformer consists of an encoder and a(n) --------. (Fill in the blank.)
Solutions:
| Question # 1 Answer: A,D | Question # 2 Answer: B | Question # 3 Answer: A | Question # 4 Answer: A,B,D | Question # 5 Answer: Only visible for members |
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