Machine Learning Fundamentals

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Questions and Answers

What is the primary function of machine learning algorithms in relation to input and output data?

  • To apply predetermined rules and relationships to transform input into output signals
  • To remove abusive content from social media platforms
  • To figure out a model that converts input to output based on training data (correct)
  • To sort thousands of postal mails in seconds

What type of data is used to teach machines in machine learning?

  • Output data
  • Input data
  • Training data (correct)
  • Testing data

What is the outcome of machine learning algorithms in abuse detection?

  • A set of predetermined rules and relationships
  • A set of 'if-then' rules (correct)
  • A program that transforms input signals into output signals
  • A model that sorts postal mails

What is the difference between traditional programming and machine learning?

<p>Machine learning figures out a model based on input and output data (D)</p> Signup and view all the answers

What is the purpose of showing machines examples of both abusive and non-abusive posts in abuse detection?

<p>To teach machines to generalize a pattern based on certain words or sequences of words (C)</p> Signup and view all the answers

What is the capability provided to machines through machine learning?

<p>The capability of learning from experience (C)</p> Signup and view all the answers

What is the primary goal of data science in the context of business applications?

<p>To extract value from data (B)</p> Signup and view all the answers

What is data science often referred to as?

<p>Data mining (B)</p> Signup and view all the answers

What is the process of identifying patterns or relationships within a dataset called?

<p>Knowledge discovery in databases (B)</p> Signup and view all the answers

What is the primary data source used in data science?

<p>Arrays of numeric observations (D)</p> Signup and view all the answers

What is the main application of data science in the context of abuse detection?

<p>Machine learning algorithms (A)</p> Signup and view all the answers

What is the process of generalizing patterns from a dataset in data science?

<p>Pattern generalization (A)</p> Signup and view all the answers

What is the primary goal of regression tasks in data science?

<p>To predict a numeric output variable (A)</p> Signup and view all the answers

What is the process of identifying data points that are significantly different from others in a dataset?

<p>Anomaly or outlier detection (A)</p> Signup and view all the answers

What is the primary application of deep learning in data science?

<p>Classification and regression problems (A)</p> Signup and view all the answers

What is the purpose of plotting a line of best fit through data points?

<p>To visualize the relationship between variables (D)</p> Signup and view all the answers

What is the primary goal of feature selection in data science?

<p>To reduce the number of attributes in a dataset (B)</p> Signup and view all the answers

What is the primary goal of time series forecasting in data science?

<p>To predict the future value of a variable (C)</p> Signup and view all the answers

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