DS Concepts

Mathematics Behind Linear Regression

Mathematics Behind Linear Regression Hi ML Enthusiasts! Today, we are going to learn about the mathematics behind linear regression. Basics of Linear Regression The equation or curve that is used to represent the linear law is given as below: where i ranges from 1 to number of observations, N, yi is the output variable, also […]

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The Mathematics Behind Univariate Linear Regression

Hi ML Enthusiasts! Today, we are going to learn about the mathematics behind linear regression. Basics of Linear Regression The equation or curve that is used to represent the linear law is given as below: where i ranges from 1 to number of observations, N, yi is the output variable, also called as predicted variable […]

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Multi-layer Perceptron using Python

Multi-layer Perceptron Using Python In this tutorial, we will study multi-layer perceptron using Python. In our previous post, Implementation of Perceptron Algorithm using Python, we learned about single-layer Perceptron, which is the first step towards learning Neural Network. It is a model inspired by brain, it follows the concept of neurons present in our brain. […]

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DS Concepts DS Languages

Perceptron Algorithm using Python

Perceptron Algorithm using Python In this tutorial, we will learn how to implement Perceptron algorithm using Python. Perceptron is the first step towards learning Neural Network. It is a model inspired by brain, it follows the concept of neurons present in our brain. Several inputs are being sent to a neuron along with some weights, […]

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Implementation of Perceptron Algorithm using Python

Perceptron¶ Perceptron is the first step towards learning Neural Network. It is a model inspired by brain, it follows the concept of neurons present in our brain. Several inputs are being sent to a neuron along with some weights, then for a corresponding value neuron fires depending upon the threshold being set in that neuron. […]

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