Articles for author: Anshuman Singh

Anshuman Singh

Pruning in Machine Learning

Pruning in Machine Learning

Pruning is a crucial optimization technique in machine learning that simplifies models by removing unnecessary components, such as nodes in decision trees or weights in neural networks. This technique helps: Pruning is widely used in decision trees, neural networks, and support vector machines (SVMs). This article explains what pruning is, its types, and its practical ...

Ontological Engineering in AI

Ontological Engineering in Artificial Intelligence (AI)

Ontological engineering is a crucial part of Artificial Intelligence (AI) that focuses on creating structured frameworks to represent knowledge. It helps AI systems understand, manage, and connect complex information efficiently. In simple terms, ontologies provide a formal way to describe concepts, relationships, and data within a particular domain. They are widely used in areas like ...

Anshuman Singh

Data Augmentation in Machine Learning

Data Augmentation in Machine Learning

In machine learning, data is the backbone of successful model training. However, data scarcity and imbalances often hinder model performance, leading to overfitting or poor generalization. This is where data augmentation comes in. By applying various transformations to existing datasets, data augmentation enhances data quality and diversity, creating synthetic data while preserving the core characteristics ...

Anshuman Singh

data science career

A Complete Data Science Career Guide

The demand for data science careers is surging as organizations increasingly rely on data-driven decision-making. Across industries, data science has become a critical tool for gaining insights, predicting trends, and solving complex challenges, making it one of the most promising career paths in today’s technology-driven world. What is Data Science? Data science is a multidisciplinary ...

knowledge based agents in ai

Knowledge Based Agents in AI

Knowledge-based agents (KBAs) are a class of artificial intelligence systems designed to make intelligent decisions by leveraging stored knowledge. These agents rely on a knowledge base, which is a repository of facts and rules, and an inference mechanism to draw conclusions or make predictions. By simulating human-like reasoning, KBAs play a critical role in enabling ...

Anshuman Singh

Data Exploration

What is Data Exploration? A Complete Guide

Understanding data is the cornerstone of any successful analysis or decision-making process. Before applying advanced algorithms or models, data exploration provides the essential groundwork, offering insights into patterns, trends, and anomalies. This foundational step ensures data quality and prepares datasets for more complex analysis, significantly improving outcomes. Learn more about data exploration in data science. ...

Anshuman Singh

Multiclass Classification in Machine Learning

Multiclass Classification in Machine Learning

In the world of machine learning, the ability to classify data into multiple categories is a critical task with widespread applications. This is known as multiclass classification, a method where a model predicts one label from three or more possible categories for each input. It goes beyond binary classification, enabling machines to handle more complex ...

Anshuman Singh

ID3 Algorithm in Machine Learning

ID3 Algorithm in Machine Learning

Decision trees are one of the most popular and intuitive algorithms in machine learning, valued for their simplicity and interpretability. Among these, the ID3 (Iterative Dichotomiser 3) algorithm stands out as a foundational method that paved the way for more advanced decision tree algorithms. Developed by Ross Quinlan in 1986, the ID3 algorithm is used ...

artificial intelligence in medicine

Artificial Intelligence in Medicine

Artificial Intelligence (AI) is transforming various industries, with medicine being one of its most impactful domains. By enabling precise diagnostics, personalized treatments, and streamlined operations, AI is revolutionizing medical practices. Its integration into healthcare promises better patient outcomes, increased efficiency, and significant advancements in disease management and prevention. What is Artificial Intelligence in Medicine? Artificial ...

impact of ai

The Impact of AI: How AI is Transforming the World

Artificial Intelligence (AI) has evolved rapidly, becoming a cornerstone of innovation and progress in the modern era. Its transformative impact spans industries, revolutionizing how we work, communicate, and solve problems. Understanding AI’s growing significance is essential to navigating its influence on shaping contemporary life and the future. What is Artificial Intelligence? Artificial Intelligence (AI) refers ...