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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 labeled images can then be used to test and benchmark the accuracy of a machine learning model. For example, in an image classification task that involves recognizing different types of cars, ground truth may consist of

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Root Cause Analysis: 2023 Las Anod conflict

 Hello there!  So, I've been looking into the 2023 Las Anod conflict and wanted to share with you what I found. According to various media reports and sources, it seems like there's a root cause analysis we can do to better understand what happened. Oh, did you know that Las Anod has been under Somaliland's control since 2007? They actually kicked out the Puntland army from the regional capital with the help of local militia. Oh wow, it's been reported that the security situation in Somaliland has gotten worse. According to the Raad Peace Research Institute, around 120 important clan and community leaders have been assassinated in the city between 2007 and 2022. So in December 2022, there were a bunch of civil demonstrations and unrest happening in the Sool region. People were feeling like they were being left out of the political process in Somaliland, and that's what was driving all the commotion. Oh, did you hear about the pro

Binders that are useful for making cow dung bricks

           Discover the secret to making sustainable cow dung bricks with these good binders.                                                                                 Using binders to create bricks out of cow manure is an impossibility for obvious reasons. Cow dung or gobar, in and of itself, already possesses a binding quality. That, however, is not sufficient for the production of bricks that may be utilised in construction work that bears a load. However, in order to guarantee that these bricks will remain sturdy and long-lasting over the course of time, it is possible that a binder or various naturally occurring binding materials will be required. As a result, in this post, we will discuss the significance of binders and the various types that can be utilised while fabricating bio bricks. Before the cow manure is compressed into bricks and exposed to the sun to dry, the standard procedure calls for the addition of straw to the manure from the cows. Rice, wheat, or another ty

The Power of Reflecting back: How it can Improve Your Thought Process

Yes , my reflections on my own life ...  The adage "age is just a number" is frequently used to characterise people who have achieved much in life despite their elderly years. 🎉 I take comfort in this proverb as I approach my midlife crisis; it serves as a constant reminder that I am not limited by my chronological age. ⏳ I've spent a lot of time thinking and reflecting on how to improve my actions and routines over the course of my life. 💭 While I have had some success in this area, I estimate that 80-90% of my deliberate endeavours have failed. 😔 I've been unable to find happiness in life due to several undesirable behaviours and characteristics of my own. After giving it some thought, I've come up with a few causes for my difficulties. My inability to get things done quickly, for example, is due in large part to my lack of self-discipline and procrastination. 🤦‍♀️ The fact that I'm too chicken to explore traditional things has also stunted my developmen