https://github.com/bayunova28/mental_health_sentiment_analysis

This repository contains about my personal learning project about sentiment analysis using Simple Transformers BERT model

albert-model bert-model distilbert-model mental-health natural-language-processing roberta-model sentiment-analysis simple-transformers text-classification

Last synced: 05 Apr 2025

https://github.com/sayamalt/mental-health-classification-using-fine-tuned-distilbert

Successfully established a multiclass text classification model by fine-tuning pretrained DistilBERT transformer model to classify several distinct types of mental health statuses such as anxiety, stress, personality disorder, etc. with an accuracy of 77%.

data-visualization deep-learning distilbert-fine-tuning distilbert-model model-evaluation model-inference model-training-and-evaluation multiclass-text-classification natural-language-processing text-classification text-preprocessing text-tokenization

Last synced: 24 Feb 2025

https://github.com/sayamalt/luxury-apparel-product-category-classification-using-fine-tuned-distilbert

Successfully developed a multiclass text classification model by fine-tuning pretrained DistilBERT transformer model to classify various distinct types of luxury apparels into their respective categories i.e. pants, accessories, underwear, shoes, etc.

deep-learning distilbert-fine-tuning distilbert-model exploratory-data-analysis fine-tuning-bert model-inference model-training-and-evaluation multiclass-classification natural-language-processing text-classification text-preprocessing text-tokenization

Last synced: 24 Feb 2025

https://github.com/sayamalt/financial-news-sentiment-analysis

Successfully developed a fine-tuned DistilBERT transformer model which can accurately predict the overall sentiment of a piece of financial news up to an accuracy of nearly 81.5%.

data-exploration-and-preprocessing distilbert-model fine-tune-bert-tensorflow hugging-face-transformers model-architecture-and-implementation model-inference model-training-and-evaluation multiclass-classification natural-language-processing sentiment-analysis text-preprocessing text-tokenization

Last synced: 19 Feb 2025

https://github.com/sayamalt/cyberbullying-classification-using-fine-tuned-distilbert

Successfully fine-tuned a pretrained DistilBERT transformer model that can classify social media text data into one of 4 cyberbullying labels i.e. ethnicity/race, gender/sexual, religion and not cyberbullying with a remarkable accuracy of 99%.

cyberbullying-detection data-exploration distilbert-model exploratory-data-analysis fine-tune-bert-tensorflow llm model-inference model-training-and-evaluation multiclass-classification natural-language-processing text-classification text-preprocessing text-tokenization

Last synced: 19 Feb 2025

https://github.com/sayamalt/cyberbullying-classification-using-fine-tuned-distilbert-transformer-model

Successfully established a fine-tuned DistilBERT transformer model which can accurately classify the type of cyberbullying being performed by an individual based on a tweet posted for a victim.

bert data-exploration distilbert-model fine-tuning-bert label-encoding model-training-and-evaluation multiclass-classification nlp text-classification text-preprocessing text-tokenization transformers

Last synced: 19 Feb 2025

https://github.com/asma-hachaichi/contextual-answering

Advanced NLP with Contextual Question Answering: This notebook extracts, cleans, and processes text data from multiple files. It utilizes transformer models for contextual question answering and sentence generation. Perfect for exploring cutting-edge NLP techniques and comparing transformer model performances.

distilbert-model distilgpt2 keytotext machine-learning nlp question-answering transformers

Last synced: 31 Mar 2025

https://github.com/jedirhymetrix/cosc-6339-hw3

amazon-reviews attention-mechanism bert bidirectional-lstm big-data cla deep-learning distilbert-model fine-tuning-bert lstm natural-language-processing nlp pyspark python sentiment-classification spark spark-ml transfer-learning transformers word2vec

Last synced: 23 Feb 2025

https://github.com/dimitrivavoulisportfolio/aws-serverless-nlp-sentiment-4m-product-reviews

This is a production ready DistilBERT Sentiment Analysis model for product reviews designed to work as a low cost market research tool with the nuiance of an actual market researcher.

aws distilbert distilbert-model large-dataset market-research nlp nlp-machine-learning product-reviews sentiment-analysis serverless

Last synced: 04 Apr 2025