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

Movie Review : The Cabinet of Dr. Caligari

Title : The Cabinet of Dr. Caligari Language : Silent Movie Year : 1920 Director : Robert Wiene Genre : Horror IMDB Link Watch movie on YouTube Lead Role :   Friedrich Feher, Werner Krauss The movie is widely acknowledged as one of the landmark revolutionary offerings from the long gone era when movies did not speak. It may be technically incorrect to call a silent film German, nevertheless it was made in Germany during a time period when the European nation was in turmoils after the devastating World War I. The story begins with a young man by the name of Francis starts narrating the hardships faced by him and his fiancee (Jane) and the very peculiar, even horrifying doings of a strange man, Dr. Caligari. Dr. Caligari owns a stall at a nearby exhibition, and on display is a somnambulist Caeser, who allegedly has slept for 23 straight years! The doctor awakens him, and he answers questions asked by the spectators. To the horror of the locals, his prophecies comes true. Mean

Trying Times

Yo, so you wanna clean this nation? “gonna weed out infiltration” Hear out the proclamation Making death threats is passion. Times where hatred defeats reason. Lot of blood lost in this season. We wonder why all this separation? Extreme right is in the fashion Questioning is now treason. As you gloat the new formation, Remember, our ancient civilization Happened of immigration.