Shashini Perera, Author at Whales On Fire

Semi-Supervised Learning: Bridging the Gap Between Supervised and Unsupervised

August 31, 2025March 30, 2025 by Shashini Perera

Discover the fundamentals of semi-supervised learning, its importance in artificial intelligence, and how it connects supervised and unsupervised learning to enhance machine learning outcomes. Semi-supervised learning is an effective machine learning strategy that utilizes both labeled and unlabeled data to boost model performance. This approach is especially beneficial in scenarios where obtaining labeled data is …

Unsupervised Learning: A Comprehensive Guide

August 31, 2025February 8, 2025 by Shashini Perera

Explore the potential of unsupervised learning, its importance in artificial intelligence, and how it reveals hidden patterns in data without the need for human oversight. Unsupervised learning is an important area of machine learning that allows models to discover patterns and structures in data without requiring labeled examples. This approach is essential for various applications, …

Supervised Learning: A Comprehensive Guide

August 31, 2025January 30, 2025 by Shashini Perera

Learn the fundamentals of supervised learning, its significance in AI, and real-world applications to enhance your machine learning expertise. Supervised learning is a fundamental aspect of machine learning, allowing machines to learn from labeled data and make precise predictions. For example, it plays a crucial role in applications like spam email detection and predicting house …

Artificial Intelligence, Machine Learning, & Deep Learning: A Comprehensive Guide

August 31, 2025January 21, 2025 by Shashini Perera

Artificial Intelligence vs. Machine Learning vs. Deep Learning Key Differences Explained

The field of Artificial Intelligence (AI) is extensive, including subfields such as Machine Learning (ML) and Deep Learning (DL). Although these terms are frequently used interchangeably, they refer to different concepts, each with its own specific roles and applications. Understanding the differences between these terms is extremely important for students, professionals, and enthusiasts alike. In …

What is Machine Learning? A Beginner’s Guide to ML Concepts and Applications

August 31, 2025January 21, 2025 by Shashini Perera

Learn the Basics of Machine Learning and Discover How It Is Transforming Our World. Additionally, we will provide insights into how you can start your own machine learning career and make the most of this rapidly evolving field. Machine learning is undoubtedly one of the most exciting fields within artificial intelligence. For example, from personalized …

Semi-Supervised Learning: Bridging the Gap Between Supervised and Unsupervised

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