Linear Regression using Python Hi MLEnthusiasts! In this tutorial, we will learn how to implement Linear Regression using Python, how to visualize our variables, i.e., do plotting and how to do mathematical computation of R square using Python. Please note that this tutorials is based on our previous tutorial “The Mathematics behind Univariate Linear Regression“. […]
Category: 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 […]
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. […]
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, […]
Theoretical Approach to Perceptron
Theoretical Approach to Perceptron Hi ML Enthusiasts! Today, we will take the first step towards learning Artificial Neural Networks. In this post, we will learn about the functioning of neural networks and their analogy with human brain and neurons, i.e., we will step towards learning theoretical approach to perceptron. For learning how to implement the […]