Machine Learning Fundamentals

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18 Questions

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

To figure out a model that converts input to output based on training data

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

Training data

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

A set of 'if-then' rules

What is the difference between traditional programming and machine learning?

Machine learning figures out a model based on input and output data

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

To teach machines to generalize a pattern based on certain words or sequences of words

What is the capability provided to machines through machine learning?

The capability of learning from experience

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

To extract value from data

What is data science often referred to as?

Data mining

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

Knowledge discovery in databases

What is the primary data source used in data science?

Arrays of numeric observations

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

Machine learning algorithms

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

Pattern generalization

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

To predict a numeric output variable

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

Anomaly or outlier detection

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

Classification and regression problems

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

To visualize the relationship between variables

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

To reduce the number of attributes in a dataset

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

To predict the future value of a variable

Test your knowledge of machine learning, a subfield of artificial intelligence that enables machines to learn from experience and data. Learn about the basics of machine learning, its applications, and how it differs from traditional programming. Assess your understanding of training data and more.

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