English level BERT classifier

Description

Text multilabel classification using BERT, word2vec, xgboost

We follow the next steps:

1. EDA
2. Data preprocessing
3. Xgboost+word2vec+tf-idf Modeling
4. BERT pretrained model

Dataset

1.https://huggingface.co/datasets/onestop_english

OneStopEnglish is a corpus of texts written at three reading levels, and demonstrates its usefulness for through two applications - automatic readability assessment and automatic text simplification.