Skip to main content

Machine Unlearning #4 (Outlier Analysis)

Machine Unlearning is a series broken up into tiny, one-minute readable pieces to humor our ever-shortening attention span. Sharing the links to every single piece right below:


Let’s start with the example. We have the basket full of different fruits and we are sorting the fruits based on their distinctive properties, or features. What would happen if a coconut got mixed in the fruit basket that contained oranges, apples, bananas, cherries, and mangoes?


The coconut does not share any feature (color, shape, or size) with any of those fruits in the basket. Since there is only in coconut in the basket, it is not possible to create a separate group of coconuts. Such items in the group, which stand out or are distinctive than the others are generally termed outliers. Outliers are sometimes discarded as noise data in the study.


People who do not necessarily conform to the moral code as defined by the majority are often labeled and orchestrated as outliers by our society. A good example would be homosexuals, trans genders, and other queer people. The “normal” heterosexual community, who make up the majority, often show aversion in interacting with them. They are called names, made fun of, and are systematically sidelined from the center stage to the point that they themselves feel as if they are secondary citizens. While it is known that a person’s sexual preference is not their choice, some people are made to suffer for being who they are. 


Until recently, there was another set of misfortuned people who were treated as outliers by our very benevolent society. Widows. As if the sorrow of losing their partner was not harsh enough, we thought it is appropriate to confine them to the four walls of their rooms, literally stripping color off their lives, and excluding them from any social gatherings or events. Forget marrying another person, they were not even allowed to talk to one. Yet, they would have been grateful for such a baneful existence - since the other option was to jump to the burning pyre of their husband’s funeral and commit suicide.


Outliers or outcasts are brutal tools used to oppress the already oppressed. It takes only a nudge to push those who are at the edge of the cliff to the beyond. The falling noise would be the last you would hear of them. Instead, if you decide to stretch your arms for an embrace, things could create magic. Let's break some walls and build some bridges, shall we?


Comments

Popular posts from this blog

Book Review : Scion Of Ikshvaku

Author : Amish Tripathi Genre : Mythological Fantasy Published On : 22 June 2015 Watch trailer on Youtube Buy Online! As the makers put it, this first installment of the Ram Chandra series is the most awaited literary blockbuster of the year. The frenzied wait had its effect on me, as I had pre-ordered a copy, days before its release. Obviously, the most weighted factor which prompted me into this craze was The Shiva Trilogy, the previous work of the boring banker turned happy author. Shiva Trilogy achieved its cult status for two major reasons: a) the plot being discussed offered a welcome change from the modern day love stories that had mushroomed up in the post Chetan era. b) The author had meticulously researched through Vedas and other ancient texts, and had reconstructed the very image of Shiva, into a very capable man rather than a miracle performing God. To quote the First City, Amish had succeeded on reintroducing Hindu mythology to the youth of t...

First Rejection

About four years ago, I self-published my first novel, I Want Your Life . Self-publishing was not my initial plan. Like most aspiring writers, I envisioned my book being published under the label of one of the prominent publishing houses in the country, such as Penguin or HarperCollins. However, my editor gave me a reality check and explained that large publishing houses receive several submissions daily, making it highly unlikely for a first-time writer to get noticed. More than the prestige of being published under an established banner, my excitement lay in seeing my story in the form of a book. So, I chose the self-publishing route. After months of back-and-forth with my publishing team - proofreading, editing, revisions, illustrations, book registration, and printing - my book was finally out. It was truly a dream come true. The upside of self-publishing is the sweet certainty of getting published. The downside, however, is that you are responsible for everything, including promot...

The Plan

The son went and sat near his father. “It’s been a while, dad. How are things going?” “It really has been a while, hasn’t it? I stopped following time since God knows when.” “That’s quite unbecoming of you, dad. For what I know, you were someone who used to measure time and plan accordingly. Shall I say shrewd?” “I prefer meticulous. And yes, I used to measure time – every ounce of it. Each of my actions were prudently strategic. I wanted the best for myself and my folks.” “Are you telling me even I were a result of your deliberate planning? Interesting.” “You? Of course. Especially you. There was a time when my whole life was centered on you. I have had immense plans for you, even before you were born. Do you think you just happened to be born in the month of May?” “I am quite familiar with the nine months’ infancy phase, dad. I believe that though I came out only in May, I began to exist sometime in August, perhaps.” “That’s a way to look at it, righ...