{"id":25916134,"url":"https://github.com/jdonepud/nlp-sentimentclassification","last_synced_at":"2025-10-13T17:32:04.465Z","repository":{"id":277638158,"uuid":"933064506","full_name":"jdonepud/NLP-SentimentClassification","owner":"jdonepud","description":null,"archived":false,"fork":false,"pushed_at":"2025-02-15T04:19:36.000Z","size":765,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-05-29T22:39:46.610Z","etag":null,"topics":["data-preprocessing-and-augmentation","data-preprocessing-and-cleaning","deep-learning","gpt2","natural-language-processing-nlp","pytorch-implementation","scikit-learn-python","sentiment-analysis","text-classification-python","transformers-models","wordcloud-visualization"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/jdonepud.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-02-15T04:09:33.000Z","updated_at":"2025-02-15T04:19:39.000Z","dependencies_parsed_at":null,"dependency_job_id":"1ccb7c96-bb88-4e98-b877-8b60bcfe6889","html_url":"https://github.com/jdonepud/NLP-SentimentClassification","commit_stats":null,"previous_names":["jdonepud/nlp-sentimentclassification"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/jdonepud/NLP-SentimentClassification","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jdonepud%2FNLP-SentimentClassification","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jdonepud%2FNLP-SentimentClassification/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jdonepud%2FNLP-SentimentClassification/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jdonepud%2FNLP-SentimentClassification/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/jdonepud","download_url":"https://codeload.github.com/jdonepud/NLP-SentimentClassification/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/jdonepud%2FNLP-SentimentClassification/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279016290,"owners_count":26085828,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-10-13T02:00:06.723Z","response_time":61,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-preprocessing-and-augmentation","data-preprocessing-and-cleaning","deep-learning","gpt2","natural-language-processing-nlp","pytorch-implementation","scikit-learn-python","sentiment-analysis","text-classification-python","transformers-models","wordcloud-visualization"],"created_at":"2025-03-03T12:19:26.757Z","updated_at":"2025-10-13T17:32:04.461Z","avatar_url":"https://github.com/jdonepud.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# **NLP-Sentiment-Classification**\n**Natural Language Processing (NLP) project** for **sentiment analysis** using machine learning and deep learning models.\n\n## **Overview**\nThis project performs **sentiment classification on textual data** using **TF-IDF + traditional ML models (Naïve Bayes, RandomForest)** and **deep learning transformers (DistilBERT, GPT-2)**.\n\nIt includes:\n- **Data Preprocessing**;\n- **Exploratory Data Analysis (EDA)**;\n-  **DistilBERT**;\n-  **GPT-2 Text Generation**\n-  **Machine Learning Models**;\n-  **Deep Learning Models**;\n\n---\n\n## **Features**\n--\u003e **Sentiment Analysis** using classical ML and Transformer models  \n--\u003e **Data Preprocessing \u0026 Cleaning** (TF-IDF, stopword removal, lemmatization)  \n--\u003e **EDA with WordCloud \u0026 Histograms**  \n--\u003e **Model Evaluation** with Accuracy, Precision, Recall, F1-score  \n--\u003e **GPT-2 based text generation based on sentiment context**  \n--\u003e **Automated Training and Evaluation using Hugging Face Transformers**  \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjdonepud%2Fnlp-sentimentclassification","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fjdonepud%2Fnlp-sentimentclassification","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fjdonepud%2Fnlp-sentimentclassification/lists"}