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The game is afoot, Bitcoin!

Home Page: http://172.105.4.38/

HTML 28.51% Python 17.88% Batchfile 0.45% CSS 11.29% PureBasic 41.87%
bitcoin deep-learning flask fraud-detection tensorflow

bitholmes's Introduction

bitholmes's People

Contributors

arjun-krishna1 avatar joe-joe-joe-joe avatar taggagii avatar

Stargazers

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Watchers

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Forkers

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bitholmes's Issues

Fraud reporting with CockroachDB

  • integrate cockroachDB with flask app
  • create form to take fraud key
  • in cockroachDB increase fraud key's number of reports by 1
  • update flask to get data from here in initial fraud report checking

Barebones Frontend MVP 🧱

HTML, CSS, Bootstrap, Jinja

  • input box
  • button to submit
  • add support for flask jinja template variables
  • messages for fraud, suspected fraud, not fraud
  • enable messages to be shown and hidden through flask

User Interaction MVP 🧱

Flask

  • Get data from input box on submit button push in python script
  • Display data to the end user back on page (0 is unknown, 1 is fraud, 2 is suspected fraud, 3 is not fraud)
  • Show, hide HTML div based on public key fraud status

fraud prediction model sprinkles ✨

  • get list of fradulent keys
  • get list of non-fradulent keys
  • get transactions of fradulent keys
  • get transactions of nf keys
  • create dictionary of dataframes for fraud keys
  • ^ for nf keys
  • test with basic heurestic
  • get accuracy, f-score, specificity etc. graph
  • test with Naive Bayes
  • get accuracy, f-score, specificity etc. graph
  • preprocess data for ml model
  • setup rnn model able to take this data
  • train model
  • get accuracy, f-score, specificity etc. graph
  • output model
  • setup inference python script, takes list of transactions of specified format, returns confidence it is fraud
  • add to flask project
  • integrate

ensure we meet prize criteria sprinkles ✨

  • meet vacation theme
  • build something that helps small businesses convince users to buy their stuff fast
  • use google cloud
  • use GoDaddy domain name
  • use CockroachDB
  • make social good hack

Update front page design MVP 🧱

  • add bootstrap
  • bootstrap style buttons, divs, inputs, navbars, etc
  • create svg animation
  • add svg animation to site
  • add parallax fire, hell background

BitcoinAbuse API Interaction MVP 🧱

  • create a function that takes public key
  • create and hide API key
  • gets json data from api
  • process json data and return if this public key has had a fraud report
  • return (1 is fraud, 3 is not fraud)

demo video MVP 🧱

  • plan script and actions in funny rough sketch
  • film funny rough sketch
  • flim screen share
  • merge rough sketch and screen share
  • upload to YouTube

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