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How Instagram Uses AI and Big Data Technology?

  • Mallika Rangaiah
  • Feb 17, 2020
  • Updated on: Feb 10, 2021
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A picture is worth a thousand words and the photo-sharing app Instagram has already proven to be worth over a billion users. 


What had once been an ordinary mobile application going by the name of Burbn, has now risen proudly to become worldwide fame. That's right, I’m talking about Instagram.


Crossing a billion monthly active users in 2020, the photo and video sharing social network platform, Instagram has established its way towards becoming one of the most acclaimed and famous apps on a global scale.


Started in 2010, the app has progressed swiftly, swamping its competitors, by consistently upgrading its features and engaging itself in constant evolution and has paved its way towards becoming the 5th most downloaded app as of the end of 2020. 


After the ban of TikTok in India, Instagram has launched Instagram Reels, which is an alternative to the video-sharing app.


As of now, the app has created a high degree of frenzy among the youth of the day, particularly the escalating segment of people who prefer conveying their thoughts through images.


With millions of posts being uploaded on the platform every day and users engaging with these posts regularly by liking, commenting, and using hashtags, this is where big data analytics enters the picture. 


"Instagram isn't necessarily a photo company or a communications company as I like to say, we're also going to be a big data company” - As quoted by Kevin Systrom, CEO of Instagram


Recently around September 2020, Instagram introduced AI-powered automatic captions for IGTV which would make it easier for users to use the app. These captions can be accessed by the users on IGTV even upon turning the volume down. It has been designed with the intention of helping users who have hearing disabilities.


This is just one instance of the way Instagram has been leveraging AI for its features. 


A huge volume of data is being generated through the constant unfolding activity and Instagram’s been making exemplary use of it, both in case of managing this data as well as in leveraging it with Artificial Intelligence algorithms to gain insights. 


Speaking of Artificial Intelligence, check out how AI is used in our daily lives.



How Instagram Uses Artificial Intelligence and Big Data


1. Explore Page and Search Function


“The whole idea of machine learning is that it’s far better about understanding those nuances than any algorithm has in the past, or than any single human being could,” Instagram co-founder and then-Instagram CEO Kevin Systrom 


Through the support of tags and trending information, the users can find photos and posts on particular topics or activities, events, and also for exploring experiences, trending restaurants, and places around the globe. 


Now how does this function work


Basically, Instagram recognizes accounts that are more or less similar to one another by adopting a machine learning technique termed “word embedding”. This technique deciphers the order in which words appear in the text in order to measure how connected they are. Instagram uses the same technique to decipher and comprehend how connected any two accounts are to each other. 


Now that we mentioned Machine Learning, you can also sneak a peek at our blog on Machine Learning Tools


The image highlights one method that Instagram uses to narrow down posts for the user's explore tab, from sourcing the relevant posts to ranking according to the user and finally selecting the top 25 posts which are used by the Explore tab of the user. 

How Instagram selects posts for its explore tab


So in order to make its recommendations, the Explore system starts by observing the “seed accounts” which are the accounts the users have interacted with in the past by liking or saving their content. It then discovers the accounts that are similar to these and selects 500 pieces of content from them. 


These content pieces are then filtered in order to remove all spam, misleading and policy-violating content from them, and then the remaining posts are ranked on the basis of how probable a user is to interact with each one. At long last, the top 25 posts are then sent to the first page of the user’s Explore tab. 


2. Instagram bots


These bots are designed to automate the user’s account interactions. These do everything from liking comments that customers leave on posts, to posting comments on another person’s content. This is seen as an excellent way of increasing engagement. An example of an Instagram bot would be Kenji.AI


This is a new Instagram bot that automates the user’s activity efficiently. It makes use of machine learning algorithms to comprehend who would be most likely to engage with the user's account.


(Speaking of bots, you can also sneak a peek at our blog on Chatbots)



3. Target Advertising


Instagram ensures that it uses the big data it generates fully to its advantage by extracting and analyzing the customer insights it gains from it.


The platform sells advertising space to companies who happen to be interested in reaching a particular target audience and in sending out a particular marketing message by comprehending and understanding the search preferences and engagement insights of its users. 


Recommended blog - Marketing Analytics


Being owned by a powerful tech giant like Facebook allows Instagram to have a vast network of insights and information for helping target advertising based on the audience’s likes, who they follow, and engage with and the posts they save. 


The image highlights where Instagram uses AI and Big Data which includes for its Explore Page and Search Function, Instagram bots and Target audience

Where does Instagram use AI and Big Data?


4. Designing Personalised Feeds


With the level of content shared on the app rapidly growing it becomes more and more paramount for the platform to deliver content that is relevant to its users. Hence in 2016, Instagram altered its feed to display first, the posts it believes its users would favor and share instead of in reverse- chronological order.


To do this machine learning algorithm was put to work to go through all the content and carefully comprehend which of the content would be more relevant for its users, in order to design a personalized feed for each of them. 



5. Dealing With Spam


With an abundance of content being shared every day across the app, some of it is bound to be spam.


How are these spam messages detected? 


Instagram makes use of Artificial Intelligence’s text analytics algorithm “DeepText” for dealing with spam messages. Its spam filter can detect spam messages in over 9 languages that include English, Arabic, and Chinese. Once detected, these messages are automatically removed. The algorithm is able to comprehend a message’s context almost as well as humans. 


The image highlights where Instagram uses AI and Big Data which includes designing personalized feeds, dealing With spam, for dealing with cyberbullying and distasteful comments.

Where does Instagram use AI and Big Data?


6. Dealing with cyberbullying and distasteful comments


“No one likes you!”

“You are ugly!”

“You’re a loser!”


Social Media has since long been the instrumental platform for people, particularly teenagers, to indulge in cyberbullying with Instagram being no exception. 


The platform has vowed to fight online bullying by leveraging artificial intelligence techniques that will foresee and recognize any kind of bullying or offensive text on the platform.


To propose a solution for the same, the platform has recently launched a new AI feature that works by keeping track of a list of words and phrases which have been reported offensive in the past and then alerting its users whenever their captions for a certain photo or video could be considered offensive in order to give them a chance to halt and re-assess their words before posting them. 


Around the month of October 2019, Instagram launched a feature termed as “Restrict” that allows the platform’s users to easily shadowban any users that are posting offensive or bullying comments. This means that the comments on the posts of a person who has been shadowbanned by the user will only be detectable to that person.



7. Gather insights


Instagram with its millions of daily shared posts has the potential of becoming a beneficial cultural analysis tool. 


For instance, As per a study launched by Cornell University in 2016, a group of researchers aimed at exposing how cultural clothing trends vary across the world, in particular, looking at fashion trends, based on their time and location, between 2013-2016.


Speaking of Fashion, you can also spare a glance at our blog on IoT in Fashion Industry


Using techniques like face recognition to eliminate irrelevant photos, the researchers designed an object recognition program that could distinguish and recognize items of clothing, for instance, a shirt from a t-shirt or a jacket from a sweater.


The program studied and determined what trends were popular in what areas, what clothes were being paired with what, and how the trends had varied within the time period of the research. 


“Imagine a future anthropologist with access to trillions of photos of people - taken over centuries and across the world - and equipped with effective tools for analyzing these photos to derive insights,” - the team stated


“What kinds of new questions can be answered? This problem area of data-driven visual discovery is still new, but is beginning to gain attention in computer vision and graphics.”


The image highlights where Instagram uses AI and Big Data which includes  for gathering insights, and Crisis Communication

Where does Instagram use AI and Big Data?


8. Crisis Communication


Instagram has been making apparent use of its Big Data for crisis communication. For instance, during the 2012 Hurricane Sandy, social media, Instagram, in particular, was instrumental in connecting the victims of Sandy. 


Thousands of images were embedded into tweets in the two week time periods. This helped perceive the change in affairs surrounding disasters while also helping the victims get through to their families as the people active on social media were able to see that their loved ones were safe, while also getting a good look inside the storm.


Yet another instance where Instagram played a crucial role was during the Ebola crisis. Various Instagram users, ranging from photojournalists to humanitarian organizations were able to show a unique side of the Ebola story.


Amidst the tumult faced with the quarantine, the death of loved ones, and the uncertainty of the future the images uncovered an array of sentiments from fear and frustration to beauty and hope. 





With Instagram’s escalating popularity and acceptance, pops the question, what is making this app so popular? A lot of its growth and widespread acceptance has to do with its strategic use of data. 


Yes, Instagram is indeed one of the renowned companies that put AI and Big Data to good use and its result speaks for the power these new-age technologies propagate. 

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