Suramya's Blog : Welcome to my crazy life…

May 11, 2021

Stop hating on people because they don’t use the same tools as you

Filed under: Linux/Unix Related,My Thoughts — Suramya @ 6:31 PM

Recently there was an idiot on twitter who kept harassing a lady (@insiderPhd) to tell her that she was not a real hacker because she didn’t use vi. The screen shot of the original post is at the bottom of the post. The quote I really found interesting is “It’s not that you ‘can’t use’ vim’, it is that you haven’t taken ANY time to learn it. If you can learn API hacking tools, you can learn vim. Don’t be lazy!”. How is not learning vim/vi being lazy. I didn’t learn it for a long time because I didn’t need to. Then Matt convinced me that I need to know it and his reasoning was that if a system goes down and you have to boot into recovery mode or are working on an embedded system the only editor you can be sure will be available is vi and that made sense to me. It did take me a while to get comfortable with it but I still prefer a GUI based editor like EditPlus on Windows or kWrite on linux. Does that mean that I am not a ‘hacker’? If so then so be it. I am comfortable with what/who I am and I don’t need you to validate me. Unfortunately, for newcomers into the field this can be discouraging so please stop doing that. Plus, we need to call out these idiots who think they are the sole authority on how is a hacker or a techie or a geek or whatever.

I really don’t understand these guys and it is always a guy who is trying to gatekeep and tell others that they are the sole authority to decide who is a hacker or who is not. Who is in and who is not. I have much better things to worry about than trying to get approval from some jackass who thinks their way is the only way. Remember the famous “infinite diversity in infinite combinations” quote? It means that there is more than one way to do it.

We have a lot of old-timers who are scared of the new generation and their new-fangled ideas. This is because they stopped learning and are now scared that they will be replaced. In one of my previous companies, I was responsible for creating a system that replaced a legacy system with a user friendly web based system. It worked great (if I say so myself) but one of the senior engineers I was working with did everything they could to sabotage the project because they were comfortable with the old system and didn’t want to change. Plus it was job security because hardly anyone else understood the system so they were always needed. My feeling is that if you need to prevent upgrades because you think you would loose your job because only you know the system then understand that the company is already looking for ways to replace you. Single points of failures are a big issue for a company.

Now, coming back to the original point about tools. I really don’t get why people get so worked up over a simple tool. This whole religious war over vi vs emacs or Windows vs Linux or Android vs iPhone and so on is just silly. It is ok to have a preference, I for example prefer using vi, Linux and Android phones. But that is because those tools work for me and I am comfortable with them. There are aspects of iPhone that I don’t like because of the design philosophy behind it. I have spent hours debating which phone is better and I will continue to do so. That being said, it doesn’t mean that people who don’t use an Android phones are non-technical or uneducated or whatever. End of the day a phone is a tool, it needs to do what I want it to do and respect my freedom to do what I want with it.

It doesn’t matter if I use vi to code or I use an IDE that helps me code. It matters what I do with it, what program I am writing. I can never remember syntax’s for functions, even for languages I have been using for decades. Does that mean I can’t program? of-course not. That’s what google and the reference books are there for. In my 10th Board exam, during my computer science viva I was asked to give the syntax for the locate command and I mixed up the rows & columns parameters and inverted them. My teacher scolded me and told me how can I believe you coded this program if you can’t even tell me the syntax, so I told her that I can always look up the syntax when I am coding and the important part is that I need to know when to use the command, not what the syntax is. There was pin-drop silence after I told her that. I did get full marks so I guess I made sense. But the point is that tools are there to help you. You need to figure out how to use them effectively.

I use Linux on all my machines but Jani and my parents use Windows because that is what works for them. It doesn’t mean that they are scum or unintelligent or whatever, (these are actual terms I have hear people use about folks who use Windows) it is just that for them it doesn’t matter. It is not what is important to them.

Too many people try to use the tools you use as a criteria to like you or hate you and to me that is a sad way to live your life.

I learn a lot from others who are different from me because they have a different view point. If everyone in the world was the same imagine how boring it would be? I am not a singer, but others are and they create great music so does that make them better or worse than me? It doesn’t. They are just different and that is good. We need that diversity.

We all need to stop focusing on the differences and start focusing on how we all love the same stuff.


Original post on Twitter, ranting on how someone is not a hacker because they don’t use vim

– Suramya

May 9, 2021

Teaching Cyber Security basics to kids

Filed under: Computer Security,My Thoughts,Tech Related — Suramya @ 8:04 PM

There is an ongoing effort over at Australia to teach cyber-security to five-year-old kids. I am sure that it will be no surprise to anyone who knows me that I think that this is a brilliant idea. Security is a mindset and the earlier we can teach kids about the pitfalls and dangers online, the safer they will be online.

Our generation grew up with the internet and still I see that most people are not that serious about security. I had a long argument/discussion with Jani on why she had to have a passcode for her phone and why she couldn’t use the same password for everything. Now she understands what I was talking about and uses a password manager with unique password for each account. But that is not the same with my parents, I still have not managed to convince them to use a password manager. 🙁

A little while ago I was talking to mom and she commented that my nephew Vir doesn’t share his account passwords with anyone and when my mom is typing her password he looks away. I credit Vinit for teaching him this and am really happy about it. This is what you get when a kid is taught about security from the get go. Instead of learning it later as an add on. Another year or so and I will have him start using a password manager as well.

Habits learnt as a kid are really hard to unlearn and that is why I think it is really important that we get to kids as early as possible and teach them about cyber security. I mean we already teach them regular security and safety so why not cyber security and safety? Remember, they are spending a lot more time on the computer and the internet than we ever did and they need to be taught how to be careful online.

Well this is all for now. Will post more later.

– Suramya

May 2, 2021

Infinite Nature: Creating Perpetual Views of Natural Scenes from a Single Image

Filed under: Emerging Tech,Interesting Sites,My Thoughts — Suramya @ 11:28 PM

Found this over at Hacker News , where researchers have created technologies that use existing video’s and images and extrapolate them into an infinite scrolling natural view that is very relaxing to watch and at times looks very tripy. The changes are slow so you don’t see how the image is changing but if you wait for a 20 seconds and compare that image with the first one you will see how it differs.

We introduce the problem of perpetual view generation—long-range generation of novel views corresponding to an arbitrarily long camera trajectory given a single image. This is a challenging problem that goes far beyond the capabilities of current view synthesis methods, which work for a limited range of viewpoints and quickly degenerate when presented with a large camera motion. Methods designed for video generation also have limited ability to produce long video sequences and are often agnostic to scene geometry. We take a hybrid approach that integrates both geometry and image synthesis in an iterative render, refine, and repeat framework, allowing for long-range generation that cover large distances after hundreds of frames. Our approach can be trained from a set of monocular video sequences without any manual annotation. We propose a dataset of aerial footage of natural coastal scenes, and compare our method with recent view synthesis and conditional video generation baselines, showing that it can generate plausible scenes for much longer time horizons over large camera trajectories compared to existing methods.

The full paper is available here Infinite Nature: Perpetual View Generation of Natural Scenes from a Single Image with a few sample generated videos. One of the examples is below:

This is a very impressive technology. I can see a lot of uses for it in video games to generate real estate for flight simulators to fly over or fight over. It can be used for VR world developments or just to relax people. It might also be possible to take footage from TV shows and extrapolate them to allow folks to explore it in VR. (After a lot more research is done on this as the tech is still experimental). We could also simulate alien worlds using pics taken by our probes to train astronauts and settlers realistically instead of relying on fake windows and isolated area’s.

Check the site out for more such videos. Looking forward to future technologies built up over this.

– Suramya

May 1, 2021

Do you need to display your books in a way to look more sophisticated?

Filed under: My Thoughts — Suramya @ 10:32 PM

Anyone who knows me, knows that I love books and own a lot of them, both digital and physical. I prefer physical books as they are more tactile and because I grew up reading physical books but I love my kindle just for the fact that I can add 20 books to it and still have to carry only a slim device. The first time I traveled to the US my carry on luggage consisted of 6-7 novels a jacket and my documents/other important papers etc and I finished all the books before I landed. I still carry a lot of books when I travel. So, a good book shelf is something I am really interested in. I tried some of the fancy book shelves but I have too many books for them to work for me. At my parents place we have a whole room with shelves up to the ceiling just for books and at my place in Bangalore I have a whole wall of shelves going up to the roof with a provision to extend the shelves if required. I have slowed down a bit on the book purchases in the past 6 months because I am supposed to be studying 🙂 but I plan to get back to it with a vengeance once that is done.

There is an article on Lifehacker on How to Display Your Books Like a More Sophisticated Adult. I looked at it because I thought I could learn some interesting/new shelving technique, but that is not the case (pun not intended) here. It is yet another effort for people to show off / pretend that they read books and try to impress others with their collection & ‘wisdom’. Basically this whole thing is to look down on others, pretend to have sophistication and judge others. As the article says

Nice-looking bookcases look professional. Elegant, even. They show off a sense of sophistication that others will notice.

Take the Twitter account Bookcase Credibility, for example, as a great place for learning (and judging) bookcase arrangement.

Don’t believe me? Let’s look at some of the suggestions from the post:

Consider arranging your books by color : I really don’t see the point in this. I don’t think anyone who likes reading would want to shelve their books by color, it just makes it harder to find other books by the same author, or of the same topic. Making it look colorful is not the objective for me, it is to organize it in a way where I can find books quickly and easily. Now we might disagree on how to order the books (personally I like by author) but I can see the sense of putting them by genre or categories as well. Color is just such a random way of putting the books.

Display your books in wall boxes : This is pure show-off for books. If I tried it I would only have boxes all over the wall and the extra space used by the wood would be unusable to store books. Which is the point of the shelves.

Use a suspension book rack to make a statement Another just for show book shelf. If I tried this for my books the weight would be too much for the anchor. Plus there is a lot of space wasted that can be used to store books.


How does this make any sense? Books are not laundry to be hung around

Make coffee tables and nightstands with larger books : I thought about this, I don’t want to put my books as a night stand I have spilled enough fluids on the stand and stored random crap on them that it would absolutely spoil the books. Plus if I want to read a book at the bottom there is no way to take it out without having to dismantle the entire thing and then I can’t put it back together till I finish the book and can put it back. Which means that I would have a pile of books on my floor, plus no nightstand. How is this a recommendation for someone who actually reads the books they purchase? Within a year the books will have stains and marks all over them from spills etc.


Someone please explain to me how I would take out the Unix Installation book or Art at Auction to read without having to dismantle everything?

Now, since I have been talking about bookshelves, here are mine:


My collection in Delhi


My collection in Bangalore

The Delhi pic is a few years old, but the Bangalore one is current (I took it while writing this post). Yes, I am read most of the books in both places. The only ones I haven’t read are the Law books and the few Biographies that Jani and mom have bought. My dream house would have a few rooms just for books. so that is a goal that I am working towards… 🙂

So, to conclude don’t bother with showing off your books in some fancy way. If you are passionate about something it will come through without you having to showcase it. Also, people can make out if the books are there just for show so keep that in mind as well.

Well this is all for now. Will write more later.

– Suramya

April 30, 2021

Review and test of Fawkes: Software to protect your pictures from AI/Reverse searches.

Filed under: Computer Software,My Thoughts,Tech Related — Suramya @ 11:28 PM

Yesterday, I wrote about Fawkes & Photo Ninja which can be used to protect your photos from facial recognition models and reverse image searches. This is a very interesting field and I had mentioned about creating a service that does it for free instead of charging like what Photo Ninja is doing.

The first step to that is to check if the program (Fawkes) actually works the way it is supposed to, so I downloaded a pic from the internet (my profile pic on Twitter) and ran it through Fawkes. The program takes a while to run (~20 seconds per image) depending on the no of people in the photo. It detected the faces very reliably and modified the image. When using the default settings the output is saved as a PNG file but you can override it using a command line parameter. It requires you to provide the directory you want to run it against but if you don’t pass it the directory, it doesn’t give any errors. It took me a few mins to figure out what the issue was (yes, I know… My brain is tired). The command to run it in the current directory with debug (because I like seeing what the software is doing) is:

./protection --debug --directory .

I then took the resultant, file and searched for it via Google Images, Yandex and TinEye. None of them were able to find any results with the new image. So that part of the software works great. 🙂 Now coming to how the software modifies the image, I saw that it adds 2 rows of pixelisation to the image. First is near the hairline and cuts across the hair and forehead, and the second is near the chin and is about 5-10 pixels wide. It is clearly visible in larger photos, but when zoomed out it doesn’t look too jarring. Frankly it looks like the image got damaged and is kind of obvious when you look at it.

In my very basic tests it made the same change everytime so I have a feeling that we can train image recognition software to look for this modification and ignore it. It might be more powerful to put the modifications at random locations in the image (over the faces) that way it is harder to train the software to counter it. Plus if the visual noise section can be reduced it would be great. Maybe instead of a long blur that is noticeable we can try to do multiple small changes that change the pic without making it obvious that the image was modified.

Below are the two images, the original on the left and the modified version on the right.


Sample output of the Fawkes

I then looked at running this on my webserver, but due to the restrictions there I wasn’t able to get it to run. Although, to be honest I only tried for about 20-30 mins because I was tired. If I can’t get it to run on the server then the other option is that I run it on my home computer but I will need to look at that in more detail before I commit to making this site. I have a rough draft of the requirements and feature list but still looking at the options before I start working on it. It will be a good way to take my mind of what is going on in the world so that is good.

Well this is all for now. Will keep you posted on how this project goes.

– Suramya

April 29, 2021

Using Photo Ninja to shield users’ photos from reverse image searches and facial recognition AI

Filed under: Interesting Sites,My Thoughts — Suramya @ 1:15 AM

Last year I had posted about the Fawkes project that allowed users to modify their photos to avoid them from being used to power facial recognition and image recognition technologies. But the problem with these technologies is that it requires you to setup a server/run it on your machine which is hard for regular folks to do and that reduces the usage of the tool, even though it is very useful.

Now, a company called DoNotPay is launching a new service called Photo Ninja that allows you to upload a photo you want to shield and the software adds a layer of pixel-level changes that are barely noticeable to humans, but dramatically alter the image in the eyes of roving machines making it harder for someone to perform a reverse search on and to use for training AI models.

This is a great start and makes it really easy for people to use the service which costs $36 a year.

“Photo Ninja uses a novel series of steganography, detection perturbation, visible overlay, and several other AI-based enhancement processes to shield your images from reverse image searches without compromising the look of your photo,” says the company.

AI systems are trained to analyze pictures by looking at the pixel-level data, and adversarial examples can trick them by changing the pixel colors in a subtle enough way that the human eye doesn’t notice anything different but a computer fails to categorize the image as it usually would or interprets it as a wholly different image.

Anti-creep software — There are various reasons why you might want to use Photo Ninja. Before joining a dating service like Bumble, you could run your pictures through Photo Ninja so that weirdos can’t upload them to Google’s reverse image search and find your social media profiles without getting your consent, for instance.

I wonder if there is a demand for a similar service that could be powered with Fawkes and be provided for free to all users. I am thinking about setting something up like a Bot or a site that does this for free. I think there is a market for it and it would be a great side project for me to work on during this lockdown.

What do you think?

– Suramya

April 24, 2021

Get Vaccinated & Ignore the Anti-vax nonsense! Every Indian 18+ is eligible for vaccine starting May 1st.

Filed under: My Thoughts — Suramya @ 3:46 AM

On May 1st all adults in India are eligible for getting vaccinated against Covid-19. Unfortunately, I have heard a few folks repeating the standard Anti-vaxer nonsense about how the vaccine is not safe and we don’t know the long term results of the injection. This is from educated folks who I thought would know better. Then there were some folks who were waiting to see what happens before getting vaccinated. I usually end up scolding all of them about vaccines. In India we have given 13,56,67,949 vaccine doses as of now, how many more do you need to see before you are willing to take the vaccine?

Another fact people keep bringing up is that people have gotten Covid even after getting the second shot. There was a study done to look at the numbers of infections after the second vaccine shot and as per the research, only .04 (.03 if you got Covishield) of the people were infected after the second shot and even in those folks the infection was not as deadly as it is in folks who didn’t get a shot. Compare this with the infection rate without the vaccine: As of today Positivity rate over 15% (15.9% in Karnataka) in 146 districts, 5-15% in 274 others. Please look at the numbers, we can’t handle the increasing numbers and you have seen the situation in the hospitals where people are frantically looking for ICU beds and oxygen tanks.


Covid infection numbers after second vaccination

It’s easy to blame the government for not doing enough to control the pandemic but I must ask you, are you doing enough to control it? The basic measure is to wear your mask when out side. This means that the mask should cover your nose and mouth fully. Having a mask over your chin does not stop the spread of Corona, it just makes you look like an idiot.

Also, there is no 5G tracking chip in the vaccine. The government/Bill Gates/Whoever does not need to inject you with a chip to track you, they can very easily (and much more cheaply) track you using your phone or using the multiple camera’s out there everywhere. The image below came up in my feed a little while ago, it claims that the item shown is a 5G tracking antenna which was injected into their niece when they got vaccinated. This claim is ridiculous at so many level but lets take a walk down logic lane and do some calculations to show how stupid this is. The length of this ‘chip’ is about the same as the width of the finger in the photo, a quick search gives us the average thickness of a human finger as 1.6 to 2 cm. Now lets try to get the thickness of the ‘chip’. Using GIMP I see that the ‘chip’ is ~168 pixels long and ~35 pixels wide at its thickest point. A quick calculation allows us to convert this pixel thickness to cm: 1.6/168 * 35 = .33 cm (3.3 mm). To give you an idea of how thick that is, check out this 3mm thick ring that is available for sale on Amazon.

So, coming back to the injection. In order for someone to inject you with a 3mm thick chip/antenna, the needle has to be atleast 3.5mm thick (maybe more because this is just rough calculations). As per the CDC guidelines the needle used for Covid injections should be 21 gauge for Pfizer and for Covaxin a 23 – 25 gauge needle should be used. Looking up the gauge scale on Wikipedia we see that this translates to 0.8192mm (21 Gauge) – 0.5144mm (23 gauge) – 0.6414mm (25 Gauge) of thickness. Now please explain to me how we can fit 3.3mm thick antenna into a needle that is less than a millimeter thick.

Please use your brains when looking at these forwards because most of them don’t make sense. You just need to look at them logically.

To close the post, I would like to say that the best way to stop the spread is to get vaccinated. While that is going on, we need to continue wearing masks and social distance because that is the only way to control the disease. I don’t know about you but I am tired of not being able to meet friends and going out for a few drinks or just watching a movie in the theater.

Let’s work together to end this pandemic.

– Suramya

April 9, 2021

How do stereotypes form and how you can avoid them?

Filed under: My Thoughts — Suramya @ 11:59 PM

Stereotypes are basically over generalized beliefs about a particular group or class of people. By stereotyping we infer that a person belonging to a particular group has all the characteristics all members of that group are supposed to have. Evolutionally stereotypes help us respond to situations faster because we have encountered a similar situation before.

These stereotypes in turn lead to social categorization because we have a tendency to group things together. This creates the us-vs-them mentality and creates in-groups and out-groups which in turn lead to prejudice. Basically that group members of an in-group will seek to find negative aspects of an out-group, thus enhancing their self-image and bond within the group because then the group members will be less likely to leave the group as they are prejudiced against the other groups. Prejudiced views can and do result in racism which in its extreme forms may result in genocide. This happened in Germany with the Jews and in Rwanda between the Hutus and Tutsis. There are countless more such examples.

Stereotypes are created when we listen to the people around us. Our friends, relatives co-workers etc would talk about people in a certain way or we see movies, read stories that depict people in a particular way and slowly we internalize that outlook without realizing it. For example, Chinese and Indians are supposed to be really good at math and during my freshman year in college, my advisor put me in Honors math course on his own because as per him “You are Indian so you should be good at math.” Personally I really dislike math so I hated that course. This is a minor example, but there are extreme cases where these stereotypes cause real harm, for example the stereotypical African American is supposed to be lazy, rude and in a gang, so people from these communities don’t get the opportunities that other communities get because it is expected that a majority of the folks in that community would join a gang. Over time this becomes a self fulfilling prophecy as kids join gangs because they don’t have other options.

There are so many examples of stereo types and how they harm the communities that entire books have been written on the subject. All I want to say is that people should be judged on their own merits and not on how they look like.

The best way to reduce stereotypes is to expose folks to other cultures and people without diluting them. Travel is a great way of achieving this and I can personally vouch for it as I have met folks from across the world during my trips and nothing beats meeting someone from another part of the world and realizing that they are just like you and have similar wants and needs.

– Suramya

April 8, 2021

Moving a Windows install to another drive on the same computer shouldn’t be this hard

Filed under: Computer Software,Linux/Unix Related,My Thoughts,Tech Related — Suramya @ 11:27 PM

I recently bought a new SSD drive for my Laptop because even after upgrading everything else (except the CPU) the system was still slow and looking at the process use I could see that it was waiting for disk read/write for the most part and that was causing the slowness. Once I got the new drive, I had to move the existing OS installs from the old disk to the new one. I have three operating systems (OS) on the disk: Windows, Debian and Kali. I need the windows OS for my classes (my proctored exams have to be taken on a windows machine) and others are for my tinkering and general use computing. The disk layout on the old drive was as follows:

root@Wyrm:~# fdisk -l
Disk /dev/sda: 931.51 GiB, 1000204886016 bytes, 1953525168 sectors
Disk model: ST1000LM024 HN-M
Units: sectors of 1 * 512 = 512 bytes
Sector size (logical/physical): 512 bytes / 4096 bytes
I/O size (minimum/optimal): 4096 bytes / 4096 bytes
Disklabel type: dos
Disk identifier: 0x0f04ad34

Device     Boot     Start       End   Sectors   Size Id Type
/dev/sda1  *         2048   1126399   1124352   549M  7 HPFS/NTFS/exFAT
/dev/sda2         1126400 102402047 101275648  48.3G  7 HPFS/NTFS/exFAT
/dev/sda3       102402048 135956479  33554432    16G 82 Linux swap / Solaris
/dev/sda4       135956480 468862127 332905648 158.7G  5 Extended
/dev/sda5       135958528 175017985  39059458  18.6G 83 Linux
/dev/sda6       175022080 237936641  62914562    30G 83 Linux
/dev/sda7       237940736 468862127 230921392   675G 83 Linux

I partitioned the new disk as a copy of the old drive, except for the data partition which was smaller as the disk was smaller. I used dd to clone each partition on to the corresponding new partition using the following command: (where sdb was the new drive).

dd if=/dev/sda1 of=/dev/sdb1 bs=2k

Once I copied the partitions over, all I had to do was refresh the GRUB boot loader config using the following command:

update-grub

After the config was updated, I was able to boot into Linux from both my Debian and Kali partitions on the new drive. However, that didn’t work for Windows. It gave be a screen-full of random characters like what you see when you try to open a binary file in a text editor and refused to boot. Thankfully I had not deleted the old windows partition so I was able to try a few more things, but *nothing* worked. Windows would just refuse to boot from the new drive. The only solution I found that could have potentially worked was a Paid software that supposedly allows you to clone your windows install on new disks/computers. Since I didn’t want to spend money on something I should have been able to do for free, I didn’t try it.

In the end after wasting a lot of time on this, I was tired of trying various things so just decided to reinstall windows on the new drive. It wasn’t a major loss because I didn’t have much data on Windows but I still dislike the fact that I had to do so just to put in a new drive. Imagine the hoops I would have had to jump if I wanted to move to a new computer. Actually I don’t have to imagine, I did jump thorough them when I moved my install from my old laptop to this one.

My linux install on the laptop is an exact clone of my desktop install. I used dd to create an image of my Linux install on the desktop and then wrote the image on the laptop. It worked perfectly fine at the first try. All I had to change was the hostname so that my DHCP server didn’t have a nervous breakdown but other than that everything worked without a single problem. Even the graphics drivers auto adjusted on the new machine. Imagine if we could do the same thing for a Windows install.

– Suramya

April 7, 2021

Creating movies using AI designed storylines with the best chance of box-office success

Filed under: My Thoughts — Suramya @ 11:21 PM

There are times when I feel that the latest hits in movies or TV shows are just trying to recycle the same ‘formula’ for success. You take what worked before in another movie and try to do the same thing again, either in another setting or just a do another remake of a hit movie. However, till date at least there was some element of human ‘innovation’ involved. If it is up to the Researchers from the Spanish universities of Granada and CĂĄdiz this will no longer be the case. They have created an AI which will use machine learning and AI to ‘assist film scriptwriters produce storylines with the best chance of box-office success‘.

Be prepared to get the 400th reimagining of a pirate story, or a space opera or love story because the AI will predict success and because it will use existing tropes to figure out what is successful there will be a lot fewer movies/shows that push the boundaries. So, movies like the Matrix, ‘Inception’, 2001: A Space Odyssey, or The Blair Witch Project etc will become more and more rare because the studios would be unwilling to risk putting in money into movies that are not a sure hit.

There are a lot of things that Machine Learning and Artificial Intelligence can do, but artistry and innovation is not one of them.

The full Paper is available here: The Simpsons did it: Exploring the film trope space and its large scale structure

– Suramya

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