Articles for author: Anshuman Singh

Anshuman Singh

Best Data Science Projects With Source Code

15 Best Data Science Projects With Source Code

Data science continues to thrive in 2025 as one of the most in-demand skills globally, driving innovation across industries. From healthcare to finance and e-commerce, data science applications are shaping decision-making processes and solving complex challenges. With the rise of machine learning and artificial intelligence, organizations are seeking skilled professionals who can work on real-world ...

generative ai models

Generative AI Models

Generative AI models represent a groundbreaking evolution in artificial intelligence, enabling machines to create new and unique content, such as text, images, music, and even code. Unlike traditional AI models that focus on prediction or classification, generative AI excels in mimicking human creativity by generating realistic and innovative outputs. These models, powered by architectures like ...

Adversarial Search in Artificial Intelligence

Adversarial Search in Artificial Intelligence

Adversarial search is a key concept in artificial intelligence (AI), especially in competitive scenarios where two or more agents interact, often with opposing goals. It is commonly used in game-playing AI, where the goal is to anticipate the opponent’s moves and respond strategically. For instance, in games like chess or tic-tac-toe, adversarial search enables AI ...

Anshuman Singh

Gaussian Mixture Model in Machine Learning

Gaussian Mixture Model in Machine Learning

Clustering is a foundational technique in machine learning, used to group data into distinct categories based on patterns or similarities. Among the many clustering methods, Gaussian Mixture Models (GMMs) stand out for their probabilistic approach to clustering. Unlike deterministic methods like K-Means, GMMs allow for overlapping clusters, making them suitable for more complex data distributions. ...

ai in healthcare

Artificial Intelligence (AI) in Healthcare

Artificial Intelligence (AI) is revolutionizing healthcare by introducing transformative innovations to improve patient care, diagnostics, and operational efficiency. By leveraging vast datasets and advanced algorithms, AI empowers healthcare providers to make faster, more accurate decisions. From early disease detection to personalized treatment plans, AI is addressing challenges that were previously insurmountable. Its role extends beyond ...

Anshuman Singh

How To Learn Data Science

How To Learn Data Science From Scratch?

Data science is transforming industries by uncovering patterns, trends, and actionable insights from data. Whether it’s improving decision-making in businesses, optimizing healthcare, or enhancing technology, data science is a vital skill in today’s data-driven world. If you’re a beginner eager to start a data science journey, this guide will walk you through a structured approach ...

Heuristic Function in AI

Heuristic Function in AI

In artificial intelligence (AI), solving problems efficiently is a crucial goal. Heuristic functions play a significant role in achieving this by guiding search algorithms to make better decisions. They estimate the cost of reaching a goal from a given state, helping algorithms prioritize paths and reduce computational effort. Heuristic functions are essential for solving complex ...

Anshuman Singh

What is Neural Network

What is Neural Network? [Simple Expert Explanation]

Neural networks are at the heart of many advancements in Machine Learning and Artificial Intelligence. They are powerful tools that mimic how the human brain works, enabling machines to recognize patterns, make decisions, and even predict outcomes. Neural networks have revolutionized industries like healthcare, finance, and transportation by solving complex problems such as image recognition, ...

How to Learn AI

How to Learn AI From Scratch: A Beginner’s Guide

Artificial Intelligence (AI) is rapidly transforming industries worldwide, from healthcare and finance to retail and transportation. According to a recent report by Grand View Research, the global AI market is expected to grow at a compound annual growth rate (CAGR) of 37.3% from 2023 to 2030, reaching a staggering value of $1,811.8 billion by the ...

Anshuman Singh

Unsupervised Learning in Machine Learning

Unsupervised Learning in Machine Learning

Machine learning (ML) is a branch of artificial intelligence that enables computers to learn from data and make decisions without explicit programming. There are different types of machine learning, mainly classified as supervised learning, unsupervised learning, and reinforcement learning. Unsupervised learning is a type of machine learning where the model works with unlabeled data. Unlike ...