TextBrain:- Building an AI startup using Natural Language Processing
Originally Written on:- 28th May, 2019. Overview This is the blog post for TextBrain, a tool that automatically grades and validates texts. In order to validate texts, it uses the copyleaks API to check for plagiarism. It also uses a modified version of GPT-2 to detect the likelihood that the text was real or fake. Then it outputs a validation score using these 2 scores. In order to grade the text, it uses a neural network model trained on the automatic essay/text grading dataset on Kaggle found here . Steps in this Tutorial:- Step 1:- Download and run GPT-2, hopefully already wrapped as a flask file. Step 2:- Analyse its structure Step 3:- Re-Design and add some text and stuff Step 4:- Design a Login and Sign Up functionality Step 5:- Integrate a Copy-Leaks API Step 6:- Integrate Tensorflow.js Step 7:- Train and transfer Scikit-Learn model on automatic essay/text grading dataset. Step 8:- Display scores Step 9:- Implement a...