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?


Popular posts from this blog

അത് എന്ത് കൊണ്ടായിരിക്കും?

അത് എന്ത് കൊണ്ടായിരിക്കും? ആക്ട് 1 : നമുക്ക് ആ ജനൽ ഒന്ന് തുറന്ന് അപ്പുറത്തേക്ക് നോക്കാം. പാശ്ചാത്യനാട്ടിലേക്ക് നോക്കിയാൽ ദേ അവിടെ 65  കാരനായ ജെയിംസ് കാമറൂൺ എക്കാലത്തെയും ഹിറ്റ് ചിത്രമായ അവതാറിന്റെ സീക്വലുകൾ പ്ലാൻ ചെയ്യുന്നു. 73 വയസ്സുള്ള സ്റ്റീവൻ സ്പിൽബെർഗ് മികച്ച ചിത്രങ്ങളായ ബ്രിഡ്ജ് ഓഫ് സ്‌പൈസ് (2015), റെഡി പ്ലെയർ വൺ (2018) ഒക്കെ പുറത്തിറക്കിയത് ഈ ദശാബ്ദത്തിലാണ്. ഐറിഷ് മാൻ സംവിധാനം ചെയ്യുമ്പോൾ മാർട്ടിൻ സ്കോർസെസെ യുടെ പ്രായം 75  കഴിഞ്ഞിരിക്കുന്നു. ഈയിടെ ഇംഗ്ലീഷ് സംവിധായകനായ കെൻ ലോക് ഇന്റെ രണ്ടു പുതിയ ചിത്രങ്ങൾ കാണാൻ ഇടയായി. 2016 ഇൽ പുറത്തിറങ്ങിയ ഐ, ഡാനിയൽ ബ്ലേക്ക് എന്ന ചിത്രവും 2019  ഇൽ സോറി വി മിസ്സ്ഡ് യൂ എന്ന ചിത്രവും ഹൃദയസ്പർശിയായ രീതിയിൽ ആണ് ചിത്രീകരിച്ചിരിക്കുന്നത്. 70 വയസ്സുള്ള സ്പാനിഷ് സംവിധായകൻ പെഡ്രോ അൽമൊഡോവർ, 60 വയസ്സുള്ള ഇറാനിയൻ സംവിധായകൻ മാജിദ് മജീദി, 59 എത്തിയ ദക്ഷിണ കൊറിയൻ സംവിധായകൻ കിം കി ഡുക്, ഇവരൊക്കെ സാമൂഹിക പ്രസക്ത്തിയുള്ള, മേന്മയുള്ള ചിത്രങ്ങൾ ഇപ്പോഴും സംവിധാനം ചെയ്യുന്നു. ആക്ട്  2: ഇനി നമുക്ക് ജനൽ അടച്ച് അകത്തേക്ക് നോക്കാം. എവിടെ ആണ് നമ്മുടെ മുത

Planet Perillamus

  Planet Perillamus An excited Ethoruthan broadcasted his findings to the Inter Universe Lifeform Detection Council. ‘I have discovered life on another planet.’ ‘Oh not again, Mx Ethoruthan!’, the Chairman of the council, Dan Maraman, shot back.‘ This is the eleventh time you are making such a claim over the last six months. How many missions have we launched to verify your claim - and have even one bore any result? These voyages are damn expensive, you know.’ ‘Please hear me out, Mx Maraman! This is not like the previous cases. I have proof.’ ‘What proof?’ Senior agent Thengaenthu was intrigued. ‘Do I have permission to present my thoughts to the council?’ Ethoruthan asked Maraman, Dan. ‘Yeah! You may.’ the Chairman relented warily. ‘Okay here is the interesting part. The life forms on this planet have devised something called movies - where some of them write unreal descriptions about unreal persons, and someone else would behave like those unreal persons. These behaviors would be re

Movie review : Raees

Title :  Raees Language : Hindi Year : 2017 Director : Rahul Dholakia Genre : Crime, Drama, Action IMDB Link Watch trailer on Youtube Lead Role : Shah Rukh Khan,  Nawazuddin Siddiqui, Mahira Khan Finally, an SRK movie that satisfied me after quite a while. While Fan had an exceptional first half, the movie lost connection post interval. And while Dear Zindagi satisfied the viewer in me, it cannot be termed as the star's movie, since Alia was the greater soul. But Raees is an all out King Khan show. The life sketch of a shrewd liquor baron, the socio-political landscape of the 80's Gujarat, all have been narrated by Rahul Dholakia with a realistic outlook with elements of drama to satisfy the average cine-goer and keep the cash box ringing. Nawazzuddin Siddiqui is a show stealer as the cop. The intro scene is one of the best in the movie. Ram Sampath has done a good job with music. Udi udi jaaye is my personal favorite. Though Raees is given a lar