bendeep 1.1

BENDeep is a pytorch based deep learning solution for Bengali NLP Task

BENDeep

BENDeep is a pytorch based deep learning solution for Bengali NLP Task like bengali translation, bengali sentiment analysis and so on.

Installation

pip install bendeep

Pretrained Model

• Sentiment Analysis

API

Sentiment Analysis

Analyzing Sentiment

This sentiment analysis model trained with more than 4000 labeled sentiment sentence with loss 0.073 at 150 epochs.

from bendeep import sentiment
model_path = "senti_trained.pt"
vocab_path = "vocab.txt"
text = "রোহিঙ্গা মুসলমানদের দুর্ভোগের অন্ত নেই।জলে কুমির ডাংগায় বাঘ।আজকে দুটি ঘটনা আমাকে ভীষণ ব্যতিত করেছে।নিরবে কিছুক্ষন অশ্রু বিসর্জন দিয়ে মনটাকে হাল্কা করার ব্যর্থ প্রয়াস চালিয়েছি।"

sentiment.analyze(model_path, vocab_path, text)

Training Sentiment Model

To train this model you need a csv file with one column review means text and another column sentiment with 0 or 1, where 1 for positive and 0 for negative sentiment.

review	sentiment
তোমাকে খুব সুন্দর লাগছে।	1
আজকের আবহাওয়া খুব খারাপ।	0

from bendeep import sentiment
sentiment.train(data_path)

after successfully training it will complete training and save model as trained.pt also save vocab file as vocab.txt