Question 2Which of these statements is true?1 pointAI is the subset of Data Science that uses Deep Learning algorithms on structured big dataArtificial Intelligence and Machine Learning refer to the same thing since both the terms are often used interchangeablyDeep Learning is a specialized subset of Machine Learning that uses layered neural networks to simulate human decision-makingData Science is a subset of AI that uses machine learning algorithms to extract meaning and draw inferences from data
Question
Question 2Which of these statements is true?1 pointAI is the subset of Data Science that uses Deep Learning algorithms on structured big dataArtificial Intelligence and Machine Learning refer to the same thing since both the terms are often used interchangeablyDeep Learning is a specialized subset of Machine Learning that uses layered neural networks to simulate human decision-makingData Science is a subset of AI that uses machine learning algorithms to extract meaning and draw inferences from data
Solution
To determine which statement is true, let's analyze each option step by step:
Option 1: AI is the subset of Data Science that uses Deep Learning algorithms on structured big data. This statement suggests that AI is a subset of Data Science and specifically focuses on using Deep Learning algorithms on structured big data. However, it is important to note that AI encompasses a broader range of techniques and methodologies beyond just Deep Learning and structured big data.
Option 2: Artificial Intelligence and Machine Learning refer to the same thing since both the terms are often used interchangeably. This statement claims that Artificial Intelligence and Machine Learning are synonymous and can be used interchangeably. While Machine Learning is a subset of AI, AI encompasses other areas such as natural language processing, computer vision, and expert systems.
Option 3: Deep Learning is a specialized subset of Machine Learning that uses layered neural networks to simulate human decision-making. This statement correctly describes Deep Learning as a specialized subset of Machine Learning. Deep Learning utilizes layered neural networks to simulate human decision-making processes. However, it is important to note that Deep Learning is not the only technique used in Machine Learning.
Option 4: Data Science is a subset of AI that uses machine learning algorithms to extract meaning and draw inferences from data. This statement suggests that Data Science is a subset of AI and focuses on using machine learning algorithms to extract meaning and draw inferences from data. While machine learning is an important component of Data Science, Data Science also encompasses other areas such as data visualization, data cleaning, and statistical analysis.
Based on the analysis, the statement that is true is Option 3: Deep Learning is a specialized subset of Machine Learning that uses layered neural networks to simulate human decision-making.
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