Which of the following is/are true about Data Science? Select all that apply.a It is a cross-functional discipline.b It is the empirical synthesis of actionable knowledge from raw data through the complete data lifecycle process.c It is about scientific exploration of data to extract meaning or insight.d It is about performing science experiment on a given data under controlled environment.
Question
Which of the following is/are true about Data Science? Select all that apply.a It is a cross-functional discipline.b It is the empirical synthesis of actionable knowledge from raw data through the complete data lifecycle process.c It is about scientific exploration of data to extract meaning or insight.d It is about performing science experiment on a given data under controlled environment.
Solution
All of the options (a, b, c, d) are true about Data Science.
a) Data Science is indeed a cross-functional discipline. It involves a combination of skills from fields like statistics, computer science, and business.
b) Data Science is also about the empirical synthesis of actionable knowledge from raw data through the complete data lifecycle process. This involves collecting, cleaning, analyzing, and interpreting data to make informed decisions.
c) It is about scientific exploration of data to extract meaning or insight. Data scientists use various statistical and machine learning techniques to uncover patterns and insights in data.
d) While Data Science is not always about performing science experiments on a given data under controlled environment, it does involve testing hypotheses and making inferences from data, which is similar to conducting experiments.
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