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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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Matplotlib Subplots – How to create multiple plots in same figure in Python?

Subplots mean groups of axes that can exist in a single matplotlib figure. subplots() function in the matplotlib library, helps in creating multiple layouts of subplots. It provides control over all the individual plots that are created. Matplotlib Subplots in Python CONTENTS Basic Overview axes() function add_axis() function Creating multiple grids in the same graph …

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Matplotlib Line Plot – How to create a line plot to visualize the trend?

Line plot is a type of chart that displays information as a series of data points connected by straight line segments. A line plot is often the first plot of choice to visualize any time series data. Contents What is line plot? Simple Line Plot Multiple Line Plot in the same graph Creating a secondary …

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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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Python Scatter Plot – How to visualize relationship between two numeric features

Scatter plot is a graph in which the values of two variables are plotted along two axes. It is a most basic type of plot that helps you visualize the relationship between two variables. Concept What is a Scatter plot? Basic Scatter plot in python Correlation with Scatter plot Changing the color of groups of …

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Requests in Python Tutorial – How to send HTTP requests in Python?

Requests is an elegant and simple Python library built to handle HTTP requests in python easily. It allows you make GET, POST, PUT and other types of requests and process the received response in a flexible Pythonic way. Contents Introduction to Requests Library What is a GET and POST request? GET Method Status Code Contents …

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Matplotlib Pyplot – How to import matplotlib in Python and create different plots

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 – How to create and interpret boxplots (also find outliers and summarize distributions)

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 – How to compare Groups visually

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