Skip to main content

Posts

Showing posts with the label Machine Learning

Unleashing the Power of Pre-existing Knowledge in Machine Learning : K-Based Classifiers

Knowledge-Based Classification Algorithms Knowledge-Based Classification Algorithms Knowledge-based classification algorithms refer to a category of machine learning algorithms that employ pre-existing knowledge or rules to classify novel instances or data points. The algorithms in question are dependent on a knowledge base, which is a compilation of established patterns, rules, or associations among attributes, for the purpose of predicting outcomes or assigning class designations to unobserved data. In contrast to conventional classification algorithms that acquire patterns or rules directly from the training data, knowledge-based classification algorithms utilise pre-existing knowledge or domain expertise to steer the classification procedure. Pre-existing knowledge can be sourced from human experts or obtained from pre-existing resources such as databases, ontologies, or expe...
2 comments
Read more

Demystifying Ground Truth, Gold Standard, and Benchmark Terms in Image and Machine Learning

 Building a ground truth image is an important task in many image classification projects, especially in medical imaging or in projects that require expertise in labeling objects. However, for many other tasks, such as classifying vegetation in an image, building a labeled image can be easy and simple with the help of unsupervised learning models.                                                                       Ground truth refers to a set of measurements or conditions that serve as a benchmark or target for a classification system or machine learning algorithm. Here are some examples of what ground truth can mean in different contexts: In object recognition, ground truth can refer to a set of labeled images that have been manually annotated by human experts. These label...
3 comments
Read more

Popular posts from this blog

The Three Ingredient Cow Dung Brick Formula

Cow Dung Brick Formula 🐮 The Three Ingredient Cow Dung Brick Formula: Lime, Straw, and Gobar 🏠 Cow dung has been used as a traditional building material in India for centuries. They are an eco-friendly 🍃 and affordable 💰 alternative to conventional bricks, made from clay and cement. Cow dung is abundant in rural India, and its use in brick-making provides a sustainable and cost-effective solution to meet the building needs of rural communities. The addition of lime and straw to cow dung helps to improve the strength and durability of the bricks, making them suitable for various applications. In this article, we will explore the three-ingredient cow dung brick recipe, which includes lime, straw, and gobar, and how to tinker 🔧 with the recipe to arrive at the perfect mix. 🎯 The Three-Ingredient Cow Dung Brick Formula: The three-ingredient cow dung brick recipe includes cow dung, lime, and straw. Cow dung is used as the prima...
2 comments
Read more

The Road to True Progress: Reframing the Narrative of India's Transformation

 In the midst of the incessant reverberations of religious, ideological, and political affiliations, the true essence of nation-building often becomes distorted. For India, a country rich in diversity and potential, this cacophony can result in the misalignment of citizens' understanding of progress. A considerable fraction of society finds itself engulfed in a labyrinth of misleading dialogues: The relentless debates over the supremacy of one political faction over another often consume valuable intellectual bandwidth. Instead of thoughtful discourse on policies and their impacts, discussions are often reduced to partisan squabbles, much like a never-ending game of chess with no definitive victory. A blind endorsement of extreme capitalism, often masked as nationalism, also blurs the boundaries of socioeconomic development.  Large corporations, although significant contributors to the economy, can inadvertently create monopolistic markets if unchecked. It's akin to appreciati...
Post a Comment
Read more

Complex Co-Existence of Pakistan and India

 Intricacies of the Relationship Explored Pakistan and India share a rich yet intricate history that has spanned decades. These two nations have been entwined in a rivalry characterized by animosity and tension. The origins of this animosity lie deep within the historical narratives of both countries.  In the modern era, the propagation of misinformation and propaganda, primarily through social media and other digital avenues, has fueled and intensified this antagonistic sentiment. Propaganda's Disturbing Consequences:  Impact on Youth and Society The most disconcerting aspect of this propaganda is its influence on the younger generation. Pakistani children, from a tender age, are exposed to content that portrays India and its people in a negative light. These messages are carefully crafted to demonize  India and those who follow religions different from Islam. This deliberate manipulation plants seeds of enmity and hostility within impressionable minds, fostering a ...
Post a Comment
Read more