AIP-210최고품질인증시험기출자료, AIP-210최신버전공부문제
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CertNexus AIP-210 시험요강:
주제
소개
주제 1
- Identify potential ethical concerns
- Analyze machine learning system use cases
주제 2
- Design machine and deep learning models
- Explain data collection
- transformation process in ML workflow
주제 3
- Address business risks, ethical concerns, and related concepts in training and tuning
- Work with textual, numerical, audio, or video data formats
주제 4
- Understanding the Artificial Intelligence Problem
- Analyze the use cases of ML algorithms to rank them by their success probability
주제 5
- Recognize relative impact of data quality and size to algorithms
- Engineering Features for Machine Learning
>> AIP-210최고품질 인증시험 기출자료 <<
최신버전 AIP-210최고품질 인증시험 기출자료 덤프는 CertNexus Certified Artificial Intelligence Practitioner (CAIP) 시험패스의 지름길
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최신 Certified AI Practitioner AIP-210 무료샘플문제 (Q89-Q94):
질문 # 89
Which of the following methods can be used to rebalance a dataset using the rebalance design pattern?
- A. Weighted class
- B. Boosting
- C. Stacking
- D. Bagging
정답:A
설명:
Explanation
Weighted class is a technique to rebalance a dataset by assigning different weights to each class, according to their frequency in the dataset. The weights are inversely proportional to the class frequency, meaning that rare classes have higher weights and common classes have lower weights. This helps to reduce the bias towards the majority class and improve the model performance on the minority class. References: 4. Data Validation - Building Machine Learning Pipelines, A guide to React design patterns - LogRocket Blog
질문 # 90
You and your team need to process large datasets of images as fast as possible for a machine learning task.
The project will also use a modular framework with extensible code and an active developer community.
Which of the following would BEST meet your needs?
- A. Microsoft Cognitive Services
- B. Caffe
- C. Keras
- D. TensorBoard
정답:B
설명:
Caffe is a deep learning framework that is designed for speed and modularity. It can process large datasets of images efficiently and supports various types of neural networks. It also has a large and active developer community that contributes to its code base and documentation. Caffe is suitable for image processing tasks such as classification, segmentation, detection, and recognition
질문 # 91
Word Embedding describes a task in natural language processing (NLP) where:
- A. Words are grouped together into clusters and then represented by word cluster membership.
- B. Words are converted into numerical vectors.
- C. Words are featurized by taking a histogram of letter counts.
- D. Words are featurized by taking a matrix of bigram counts.
정답:B
설명:
Word embedding is a task in natural language processing (NLP) where words are converted into numerical vectors that represent their meaning, usage, or context. Word embedding can help reduce the dimensionality and sparsity of text data, as well as enable various operations and comparisons among words based on their vector representations. Some of the common methods for word embedding are:
* One-hot encoding: One-hot encoding is a method that assigns a unique binary vector to each word in a vocabulary. The vector has only one element with a value of 1 (the hot bit) and the rest with a value of
0. One-hot encoding can create distinct and orthogonal vectors for each word, but it does not capture any semantic or syntactic information about words.
* Word2vec: Word2vec is a method that learns a dense and continuous vector representation for each word based on its context in a large corpus of text. Word2vec can capture the semantic and syntactic similarity and relationships among words, such as synonyms, antonyms, analogies, or associations.
* GloVe: GloVe (Global Vectors for Word Representation) is a method that combines the advantages of count-based methods (such as TF-IDF) and predictive methods (such as Word2vec) to create word vectors. GloVe can leverage both global and local information from a large corpus of text to capture the co-occurrence patterns and probabilities of words.
질문 # 92
You have a dataset with many features that you are using to classify a dependent variable. Because the sample size is small, you are worried about overfitting. Which algorithm is ideal to prevent overfitting?
- A. Decision tree
- B. XGBoost
- C. Random forest
- D. Logistic regression
정답:C
설명:
Explanation
Random forest is an algorithm that is ideal to prevent overfitting when using a dataset with many features and a small sample size. Random forest is an ensemble learning method that combines multiple decision trees to create a more robust and accurate model. Random forest can prevent overfitting by introducing randomness and diversity into the model, such as by using bootstrap sampling (sampling with replacement) to create different subsets of data for each tree, or by using feature selection (choosing a random subset of features) to split each node in a tree.
질문 # 93
Which of the following pieces of AI technology provides the ability to create fake videos?
- A. Long short-term memory (LSTM) networks
- B. Generative adversarial networks (GAN)
- C. Recurrent neural networks (RNN)
- D. Support-vector machines (SVM)
정답:B
설명:
Explanation
Generative adversarial networks (GAN) are a type of AI technology that can create fake videos, images, audio, or text that are realistic and indistinguishable from real ones. GAN consist of two neural networks: a generator and a discriminator. The generator tries to produce fake samples from random noise, while the discriminator tries to distinguish between real and fake samples. The two networks compete against each other in a game-like scenario, where the generator tries to fool the discriminator and the discriminator tries to catch the generator. Through this process, both networks improve their abilities until they reach an equilibrium where the generator can produce convincing fakes.
질문 # 94
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