Category: Machine Learning Data Visualization
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Scatter Matrix Plot
Scatter Matrix Plot is a graphical representation of the relationship between multiple variables. It is a useful tool in machine learning for visualizing the correlation between features in a dataset. This plot is also known as a Pair Plot, and it is used to identify the correlation between two or more variables in a dataset.…
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Correlation Matrix Plot
A correlation matrix plot is a graphical representation of the pairwise correlation between variables in a dataset. The plot consists of a matrix of scatterplots and correlation coefficients, where each scatterplot represents the relationship between two variables, and the correlation coefficient indicates the strength of the relationship. The diagonal of the matrix usually shows the…
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Box and Whisker Plots
A boxplot is a graphical representation of a dataset that displays the five-number summary of the data – the minimum value, the first quartile, the median, the third quartile, and the maximum value. The boxplot consists of a box with whiskers extending from the top and bottom of the box. Any values that fall outside…
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Density Plots
A density plot is a type of plot that shows the probability density function of a continuous variable. It is similar to a histogram, but instead of using bars to represent the frequency of each value, it uses a smooth curve to represent the probability density function. The xaxis represents the range of values of…
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Histograms
A histogram is a bar graph-like representation of the distribution of a variable. It shows the frequency of occurrences of each value of the variable. The x-axis represents the range of values of the variable, and the y-axis represents the frequency or count of each value. The height of each bar represents the number of…
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Data Visualization in Machine Learning
Data visualization is an important aspect of machine learning (ML) as it helps to analyze and communicate patterns, trends, and insights in the data. Data visualization involves creating graphical representations of the data, which can help to identify patterns and relationships that may not be apparent from the raw data. What is Data Visualization? Data…