Post by Author : somto_achu

A Guide to Gradient Descent in Machine Learning

In machine learning, optimizing the learning models is a critical step. This is where Gradient Descent emerges as a central optimizing algorithm. What is Gradient Descent? Machine learning hinges on creating models that predict outcomes from various inputs. However, these models don’t start perfectly; they initially operate on random parameters, which are not ideal for making accurate predictions. Creating a

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Linear and Logistic Regression in Machine Learning

Logistic and Linear Regression are two fundamental statistical methods used for predictive modeling within the supervised machine learning framework. Regression analysis and classification are two of the most common approaches in machine learning. Linear regression is one of the primary and most fundamental tools for regression analysis. In contrast, Logistic regression is a fundamental tool for classification tasks in machine

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A Guide to Activation Functions in Artificial Neural Networks

Activation functions are mathematical equations attached to the end of every layer of an artificial (deep) neural network. This helps in computing the output and figuring out if nodes would fire or not. They also help neutral networks learn complex nonlinear relationships in data. What Does Node’s Firing Mean The phrase “node will fire or not” is a metaphorical way

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Building a Simple Artificial Neural Network in JavaScript

This article will discuss building a simple neural network using JavaScript. However, let’s first check what deep neural networks and artificial neural networks are. Deep Neural Network and Artificial Neural Network Artificial Neural Networks (ANNs) and Deep Neural Networks (DNNs) are related concepts, but they are different. The inspiration behind these artificial neural networks for machine learning and artificial intelligence

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How to Use Framer Motion with React to Build Progressive Web Applications

This article discusses the process and code of using Framer Motion with React to build Progressive Web Applications (PWA). Whether it’s a personal project or a professional one, building a fast-growing application, there are a lot of nuances to building features. Sometimes, you want to get that hover effect up and running without making many CSS changes. Or you don’t

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