π Data is defined as facts and numbers collected for analysis and problem-solving purposes.
π Data can be categorized as either discrete or continuous based on its continuity.
π Continuous data has an infinite range and value, while discrete data has a limited range.
π Data can be categorized as either continuous or discrete.
π Continuous data can contain any numeric value within a specific range.
π’ Discrete data consists of limited values that cannot be further divided.
π Categorizing data into discrete and continuous forms.
π Emotions and life experiences can be represented as a continuum.
β³ The concept of categorization and separation in data analysis.
π Data simplification is essential for evaluating complexity using GPA.
π GPA categorization reduces data from a continuum to 6 or more categories.
π Different GPA values can lead to unfair outcomes for students.
π Categorization scores represent the spectrum of preference towards a post, ranging from high to low.
π‘ Continuous data provides more information and better quality compared to discrete data.
π Collecting data in a more natural form, such as obtaining detailed age information, enhances the richness of the information.
π Categorizing education level and duration of education can provide more detailed information than income categories.
π Focusing on specific cognitive abilities rather than general intelligence can yield more insightful data.
π€·ββοΈ Using individual characteristics like introversion or extroversion can provide a better understanding of personality traits.
π The video discusses the basic concept of score categorization.
β It emphasizes the importance of avoiding unnecessary categorization, as it may lead to the loss of variation.
π€ The speaker also suggests to only use categorization when necessary and to refrain from using already categorized words, unless absolutely needed.
3.2: Selecting an ML model to use
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