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Bias Variance Tradeoff – Clearly Explained

Bias Variance Tradeoff is a design consideration when training the machine learning model. Certain algorithms inherently have a high bias and low variance and vice-versa. In this one, the concept of bias-variance tradeoff is clearly explained so you make an informed decision when training your ML models Bias Variance Tradeoff – Clearly Explained. Photo by …

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K-Means Clustering Algorithm from Scratch

K-Means Clustering is an unsupervised learning algorithm that aims to group the observations in a given dataset into clusters. The number of clusters is provided as an input. It forms the clusters by minimizing the sum of the distance of points from their respective cluster centroids. Contents Basic Overview Introduction to K-Means Clustering Steps Involved …

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Matplotlib Pyplot

The pyplot object is the main workhorse of matplotlib library. It is through pyplot that you can create the figure canvas, various types of plots, modify and decorate them. Contents Pyplot: Basic Overview General Functions in pyplot Line plot Scatter plot Pie chart Histogram 2D Histograms Bar plot Stacked Barplot Boxplot Stackplot Time series plotting …

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Python Boxplot

Boxplot is a chart that is used to visualize how a given data (variable) is distributed using quartiles. It shows the minimum, maximum, median, first quartile and third quartile in the data set. What is a boxplot? Box plot is method to graphically show the spread of a numerical variable through quartiles. From the below …

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Bar Plot in Python

A bar plot shows catergorical data as rectangular bars with the height of bars proportional to the value they represent. It is often used to compare between values of different categories in the data. Content What is a barplot? Simple bar plot using matplotlib Horizontal barplot Changing color of a barplot Grouped and Stacked Barplots …

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Machine Learning A-Z™: Hands-On Python & R In Data Science

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Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science

Machine Learning A-Z™: Hands-On Python & R In Data Science