Articles

The thawing of the AI winter

If you’ve been following the latest developments in artificial intelligence (AI), you might have come across the term “AI winter.” But what does it mean? In this article, we’ll break it down for you in a simple and understandable way, exploring the frosty past of …

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The Perceptron algorithm for dummies

What is a Perceptron? A Perceptron is a type of artificial neuron that models the behavior of biological neurons. It takes in multiple inputs and produces a single output, which is determined by the weighted sum of its inputs. The Perceptron algorithm is used to …

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The hidden dangers of AI to healthcare

The rapid advancement of artificial intelligence (AI) in recent years has led to a significant transformation in various industries, including healthcare. AI has been praised for its potential to revolutionize patient care, diagnostics, and medical research. While the benefits of AI in healthcare are undeniable, …

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Gradient descent variants for dummies

Gradient descent is an optimization algorithm used in machine learning and deep learning to minimize a function, essentially finding the best model parameters that minimize the error on the data. The basic idea of gradient descent is to find the direction of the steepest slope …

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Why GPUs are used for processing complex tasks

Graphics Processing Units (GPUs) have come a long way since their inception as dedicated hardware for rendering graphics in video games. As computer scientists and engineers began to recognize their potential beyond gaming, GPUs have become an essential component in numerous fields, including artificial intelligence, …

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Deep learning vs. machine learning for dummies

What is Machine Learning? Machine learning (ML) is a subset of artificial intelligence that focuses on enabling machines to learn from and make decisions based on data, without being explicitly programmed. In other words, ML algorithms allow computers to ‘learn’ from data and improve their …

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The Naive Bayes Classifier for Dummies

The world of machine learning can be daunting, especially for beginners. However, some techniques are much easier to understand than others. One such technique is the Naive Bayes Classifier. This article will break down the concept in layman’s terms so that you can grasp the …

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Regularization methods for dummies

Machine learning can seem like a daunting field, especially when you’re faced with complex terms and techniques. Fear not! In this article, we’ll break down regularization methods, specifically LASSO, Ridge, and similar techniques, into simple, easy-to-understand terms so that even beginners can grasp the basics. …

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Principal component analysis for dummies

Principal Component Analysis (PCA) might sound like an intimidating concept, but it’s actually a simple and powerful technique widely used in the world of data analysis. In this article, we’ll break down PCA in a way that’s easy to understand, even if you’re a complete …

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Exploratory data analysis for dummies

Welcome to the world of exploratory data analysis (EDA)! If you’re new to the field of data science or simply looking to brush up on your understanding of EDA, you’ve come to the right place. This article aims to provide an easy-to-follow, beginner-friendly guide to …

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