85 lines
4.4 KiB
Markdown
85 lines
4.4 KiB
Markdown
Content_Type: blog
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Title: It's a post about nothing!
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Date: 2022 7 1
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The progress update
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<p style='text-align: center;'>
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<img src="https://old.doordesk.net/pics/plates.gif" />
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</p>
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### Bots
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After finding a number of ways not to begin the project formerly known as my capstone,
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I've finally settled on a
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[dataset](https://www.kaggle.com/datasets/bwandowando/ukraine-russian-crisis-twitter-dataset-1-2-m-rows). The project is about detecting bots, starting with twitter. I've
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[studied](https://old.doordesk.net/projects/bots/docs/debot.pdf) a
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[few](https://old.doordesk.net/projects/bots/docs/botwalk.pdf)
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[different](https://old.doordesk.net/projects/bots/docs/smu.pdf)
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[methods](https://old.doordesk.net/projects/bots/docs/div.pdf) of bot detection and particularly like the
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[DeBot](https://old.doordesk.net/projects/bots/docs/debot.pdf) and
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[BotWalk](https://old.doordesk.net/projects/bots/docs/botwalk.pdf) methods and think I will try to mimic them,
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in that order.
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Long story short, DeBot uses a fancy method of time correlation to group accounts
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together based on their posting habits. By identifying accounts that all have identical
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posting habits that are beyond what a human could do by coincidence, this is a great
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first step to identifying an inital group of seed bots. This can then be expanded by
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using BotWalk's method of checking all the followers of the bot accounts and comparing
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anomalous behavior to separate humans from non-humans. Rinse and repeat. I'll begin this
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on twitter but hope to make it platform independent.
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### The Real Capstone
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The bot project is too much to complete in this short amount of time, so instead I'm
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working with a
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[small dataset](https://archive-beta.ics.uci.edu/ml/datasets/auto+mpg)
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containing info about cars with some specs and I'll predict MPG. The problem itself for
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me is trivial from past study/experience as an auto mechanic so I should have a nice
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playground to focus completely on modeling. It's a very small data set too at < 400
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lines, I should be able to test multiple models in depth very quickly. It may or may not
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be interesting, expect a write-up anyway.
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### Cartman
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Well I guess I've adopted an 8 year old. Based on
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[this project](https://github.com/RuolinZheng08/twewy-discord-chatbot)
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I've trained a chat bot with the personality of Eric Cartman. He's a feature of my
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Discord bot living on a Raspberry Pi 4B, which I would say is probably the slowest
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computer you would ever want to run something like this on. It takes a somewhat
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reasonable amount of time to respond, almost feeling human if you make it think a bit.
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The project uses [PyTorch](https://pytorch.org/) to train the model. I'd like
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to re-create it using [TensorFlow](https://www.tensorflow.org/) as an
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exercise to understand each one better, but that's a project for another night. It also
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only responds to one line at a time so it can't carry a conversation with context,
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yet...
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### Website
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I never thought I'd end up having a blog. I had no plans at all actually when I set up
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this server, just to host a silly page that I would change from time to time whenever I
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was bored. I've been looking at
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[Hugo](https://gohugo.io/) as a way to organize what is now just a list of
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divs in a single html file slowly growing out of control. Basically you just dump each
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post into its own file, create a template of how to render them, and let it do its
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thing. I should be able to create a template that recreates exactly what you see right
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now, which is beginning to grow on me.
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If you haven't noticed yet, (and I don't blame you if you haven't because only a handful
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of people even visit this page) each time there is an update there is a completely new
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background image, color scheme, a whole new theme. This is because this page is a near
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identical representation of terminal windows open my computer and each time I update the
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page I also update it with my current wallpaper, which generates the color scheme
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dynamically using
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[Pywal](https://github.com/dylanaraps/pywal).
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TODO:
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* Code blocks with syntax highlighting
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* Develop an easy workflow to dump a jupyter notebook into the website and have it display nicely with minimal effort
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* Find a way to hack plots generated with matplotlib to change colors with the page color scheme (or find another way to do the same thing)
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* Automate generating the site - probably [Hugo](https://gohugo.io/)
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* Separate from blog, projects, etc.
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* Add socials, contact, about
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* A bunch of stuff I haven't even thought of yet
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That's all for now
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