Data Collection, Data Cleaning and Deep Learning Project
Project detail
Below you will be able to view the requirements of the HCaptcha Captcha solver using machine learning/artificial intelligence/deep learning and computer vision to solve several captchas. The captchas that are planned to be worked on will be:
HCaptcha – https://accounts.hcaptcha.com/demo
You must collect a sufficient dataset on all the different object classes (car, train, motorcycle, fire hydrant, truck, etc), clean and label the dataset. I currently do have a scraper built but I would prefer if you do the dataset collection so we can use your approved data and your scraper and methods.
We may add more later to work on after these are solidified with data and accuracy.
You will be responsible for making a captcha solver (gathering data), training the model (it can be anything like Tensorflow, Pytorch, or Keras), etc. You should show it works by making an example and docs on how to use it in any python program. Since this is going to be coded in Python, I would like that an example is made or proper documentation on how to use the solver by importing the python files (etc..), however, making it in any language is fine as long as it connects to the Python (captcha solver).
I am looking to get a base completed project with around 60-90% accuracy within 5-10 seconds for Hcaptcha.
========================================================================
You must provide an example solver and documentation that I can follow to prove that it works, this can be built via using selenium or headless chrome in Python. We can discuss the different options for the solver and the example before the order starts and I will likely have a more understanding of your capabilities if we continue to make an order.
Source code must be included and commented. Please make it modular with each object and please make it clean and understandable.
THIS CANNOT BE AN AUDIO SOLVER, IT MUST BE AN ACTUAL SOLVER THAT SOLVES THE CAPTCHA.
Examples/demos of Hcaptcha in production:
https://2captcha.com/demo/
https://accounts.hcaptcha.com/demo
Examples of other ML/computer vision APIs (HCaptcha, ReCaptcha v2, Funcaptcha:
https://capmonster.cloud/
https://zennolab.atlassian.net/wiki/spaces/APIS/pages/491575/English+Documentation
We will be doing milestones for each part. Please place a realistic timeline proposal to allow for testing.