The exponential growth of data in recent years has ushered in the era of big data, where organizations across industries generate and collect massive volumes of information daily. Traditional data processing methods struggle to manage such scale, speed, and complexity. Enter MapReduce—a powerful programming model that revolutionized how large datasets are processed across distributed systems. … Read more
Hadoop Ecosystem
Mayank Gupta
Hadoop is an open-source framework developed by the Apache Software Foundation to store and process vast amounts of data efficiently across distributed computing clusters. Originally inspired by Google’s MapReduce and GFS papers, Hadoop has become foundational in big data analytics, enabling scalable, fault-tolerant data management for enterprise-grade applications. Hadoop Ecosystem in Big Data In the … Read more
What is Tableau – A Complete Guide
Team Applied AI
In today’s data-driven world, businesses rely heavily on insights to make strategic decisions—and that’s where data visualization tools come into play. Among them, Tableau has emerged as a leading platform for transforming raw data into meaningful, interactive visuals that drive smarter business outcomes. From startups to global enterprises, organizations use Tableau to explore trends, uncover … Read more
Maximum Likelihood Estimation in Machine Learning
Maximum Likelihood Estimation (MLE) is a statistical technique used to estimate the parameters of a probability distribution by maximizing the likelihood function. It is widely applied in machine learning, statistics, and AI to optimize models for tasks such as classification, regression, and generative modeling. MLE is commonly used in logistic regression, Gaussian Mixture Models (GMMs), … Read more
Image Classification Using Machine Learning
Image classification is a key task in computer vision that involves assigning labels to images based on their content. It enables machines to automatically recognize and categorize objects, patterns, and scenes, making it an essential technology in healthcare, security, retail, and autonomous systems. Machine learning (ML) plays a crucial role in automating image classification, eliminating … Read more
What is Image Recognition?
Image recognition is a computer vision technology that enables machines to identify, classify, and interpret visual content from images or videos. By using machine learning (ML) and deep learning, image recognition allows computers to detect objects, recognize patterns, and extract insights from visual data with human-like accuracy. This technology is revolutionizing industries by enabling automation … Read more