Text Classification Sentiment Embedding Tools

Tools and models for classifying text into predefined categories, with emphasis on sentiment analysis, emotion detection, and topic classification tasks. Does NOT include general semantic search, document retrieval, or topic modeling without explicit classification objectives.

There are 93 text classification sentiment tools tracked. 3 score above 50 (established tier). The highest-rated is codelion/adaptive-classifier at 52/100 with 539 stars.

Get all 93 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=text-classification-sentiment&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	codelion/adaptive-classifier A flexible, adaptive classification system for dynamic text classification	52	Established	539	Python
2	jiegzhan/multi-class-text-classification-cnn-rnn Classify Kaggle San Francisco Crime Description into 39 classes. Build the...	51	Established	601	Python
3	jiegzhan/multi-class-text-classification-cnn Classify Kaggle Consumer Finance Complaints into 11 classes. Build the model...	51	Established	426	Python
4	cbaziotis/datastories-semeval2017-task4 Deep-learning model presented in "DataStories at SemEval-2017 Task 4: Deep...	49	Emerging	200	Python
5	iamaziz/ar-embeddings Sentiment Analysis for Arabic Text (tweets, reviews, and standard Arabic)...	47	Emerging	95	Python
6	aws-samples/sample-extreme-text-classifier A Python text classifier for large-scale multi-class classification using...	46	Emerging	10	Python
7	EveripediaNetwork/fastc Unattended Lightweight Text Classifiers with LLM Embeddings	45	Emerging	185	Python
8	sismetanin/sentiment-analysis-of-tweets-in-russian Sentiment analysis of tweets in Russian using Convolutional Neural Networks...	44	Emerging	60	Jupyter Notebook
9	lilianweng/stock-rnn Predict stock market prices using RNN model with multilayer LSTM cells +...	43	Emerging	1,973	Python
10	zdmc23/sentiment-analysis-arabic A deep learning (LSTM) sentiment analysis project to determine...	42	Emerging	25	Jupyter Notebook
11	ashalogic/Persian-Sentiment-Analyzer Persian sentiment analysis ( آناکاوی سهش های فارسی \| تحلیل احساسات فارسی )	42	Emerging	58	Jupyter Notebook
12	ksdkamesh99/Spam-Classifier A Natural Language Processing with SMS Data to predict whether the SMS is...	40	Emerging	16	Jupyter Notebook
13	NathanDuran/Probabilistic-RNN-DA-Classifier Probabilistic Dialogue Act Classification for the Switchboard Corpus using...	40	Emerging	24	Python
14	chiragjn/deep-char-cnn-lstm Deep Character CNN LSTM Encoder with Classification and Similarity Models	38	Emerging	20	Python
15	x4nth055/food-reviews-sentiment-analysis Sentiment analyzer that predicts the review star ( from 0 to 5,...	37	Emerging	11	Python
16	hmohebbi/SentimentAnalysis (BOW, TF-IDF, Word2Vec, BERT) Word Embeddings + (SVM, Naive Bayes, Decision...	36	Emerging	74	Jupyter Notebook
17	manbilly/article-categorization-ml 📰 Classify news articles with 90.8% accuracy using a production-ready ML...	36	Emerging	1	Jupyter Notebook
18	ashishsalunkhe/DeepSpamReview-Detection-of-Fake-Reviews-on-Online-Review-Platforms-using-DeepLearning-Architectures DeepSpamReview: Detection of Fake Reviews on Online Review Platforms using...	34	Emerging	69	Jupyter Notebook
19	AOK-PLUS/Sentimentanalysis Language independent sentiment analysis	34	Emerging	8	Python
20	MarwanMashra/Sentiment_Analysis NLP project: sentiment analysis for Amazon reviews with Bert	33	Emerging	5	Jupyter Notebook
21	roycek7/cyberbullying-detection Kaggle \| Toxic Comment Classification \| CNN	31	Emerging	3	Python
22	vishwassathish/Sentiment-Analysis-for-product-reviews Sentiment Analysis using LSTM cells on Recurrent Networks. GloVe word...	31	Emerging	27	Python
23	vettorefburana/Sentiment-analysis-on-Covid-19-tweets Sentiment analysis of Covid-19 tweets using XGBoost, LSTM and BERT	31	Emerging	2	Jupyter Notebook
24	cbaziotis/datastories-semeval2017-task6 Deep-learning model presented in "DataStories at SemEval-2017 Task 6:...	31	Emerging	21	Python
25	MikeXydas/SiameseLSTM Detecting Quora duplicate questions using a Siamese LSTM.	30	Emerging	2	Jupyter Notebook
26	samrat-halder/personality-detection-with-BERT-RoBERT Detection of MBTI-type personality with NLP and Deep Learning	29	Experimental	9	Python
27	Neerajj9/Sentiment-Analysis-with-Word-Embeddings A Sentiment Analysis model in keras to analyse toxic comments online . The...	28	Experimental	7	Jupyter Notebook
28	sedflix/unsacmt Unsupervised Sentiment Analysis for Code-mixed Data	27	Experimental	8	Jupyter Notebook
29	baaraban/pytorch_ner LSTM based model for Named Entity Recognition Task using pytorch and GloVe embeddings	27	Experimental	9	HTML
30	Kavitha-Kothandaraman/Automatic-IT-Ticket-Assignment-NLP To build an AI-based classifier model to assign the tickets to right...	27	Experimental	7	Jupyter Notebook
31	JonathanStefanov/CEFR_Classifier_French The CEFR Level Classifier Project is a AI Streamlit-based application that...	26	Experimental	10	Python
32	SoniSiddharth/Impact_analysis Impact analysis of software change leveraging ML, NLP models from huge...	25	Experimental	6	Python
33	EsterHlav/GloVe_Sentiment_Analysis_MLP_CNN_TwitterSentiment140 PyTorch implementation of MLP and CNN for binary sentiment analysis...	25	Experimental	6	Jupyter Notebook
34	oaarnikoivu/emotion-classifier An attention-based BiLSTM for emotion classification.	25	Experimental	6	Jupyter Notebook
35	arunarn2/ToxicCommentChallenge Text classification using GloVe embeddings, CNN and stacked bi-directional...	25	Experimental	8	Python
36	Hsinghsudwal/NLP_ML_Notebook_Analysis NLP jupyter notebooks	23	Experimental	1	Jupyter Notebook
37	m1n1v1rus/Sentiment-Embeddings Twitter Sentiment Analysis using all-MiniLM-L6-v2 embeddings.	22	Experimental	1	Jupyter Notebook
38	Abdelhakim-gh/NLP_Sentiment_Analysis_Darija fine tuning a pre-trained model on darija dialect to work with sentiment...	22	Experimental	2	Jupyter Notebook
39	ksalama/tf-textanalysis-gcp Shows how to perform text preprocessing using BigQuery, tf.hub,...	22	Experimental	6	Python
40	michelemarzollo/cil_sentimental_sourdough Sentiment Analysis on a Twitter dataset for the course Computational...	22	Experimental	2	Python
41	scionoftech/TextClassification-Vectorization-DL A repository contains Text Classification notebooks using Machine Learning,...	21	Experimental	1	Jupyter Notebook
42	nifleisch/lauzhack-amazon-reviews Framework for mining and analyzing issues from product reviews and...	21	Experimental	1	Python
43	allemandi/embed-classify-web Text classification web app using CSV input and word embeddings (all-MiniLM-L6-v2).	21	Experimental	—	JavaScript
44	dpnascimento/sales-call-topic-analysis Semantic pattern analysis in sales calls using multi view embeddings and BERTopic	21	Experimental	—	Python
45	NarekDshkhunyan/Insight Repo for Insight AI 2017c Fellowship in Silicon Valley: classifying chatbot...	21	Experimental	1	Python
46	MingauG4mer109/sales-call-topic-analysis 📞 Analyze semantic patterns in sales calls using machine learning to improve...	21	Experimental	—	Python
47	dovh11/fake-news-classifier-n-similar-news-retrieval An interactive web app for Fake News Classification and Semantic News...	19	Experimental	—	Python
48	DevStranger/BIM-Classification AI-based classification of BIM elements using sentence embeddings and bSDD	19	Experimental	2	Jupyter Notebook
49	iam-salma/rnn-imdb-movie-review-sentiment-classifier IMDB movie-review sentiment analysis using SimpleRNN with Streamlit and TensorFlow.	18	Experimental	1	Jupyter Notebook
50	ShalyginaA/imdb-sentiment-analysis-with-pytorch Sentiment analysis of IMDb reviews using CountVectoriser and GloVe...	17	Experimental	1	Jupyter Notebook
51	yotamnahum/AraEmotions An official implementation of 'Love Me, Love Me Not: Human-Directed...	17	Experimental	1	Jupyter Notebook
52	Horicuz/Company-Classifier-Veridion-OA Automated company classification system for insurance-related businesses...	17	Experimental	—	Python
53	Colinho22/text-analytics-project Content classification project that trains 4 models (ngrams, embeddings,...	17	Experimental	—	Jupyter Notebook
54	SwamiKannan/Automated-IT-ticket-routing-using-Bi-directional-RNNs Classification of IT trouble tickets	17	Experimental	1	HTML
55	HooM4N/SentiNet Sentiment Classification on IMDb Reviews Using Transformer Fine‑Tuning...	17	Experimental	—	Jupyter Notebook
56	MINouman/Quora-Question-Pair-Similarity-Classification Duplicate question detection system using NLP & Deep Learning. Features...	17	Experimental	—	Jupyter Notebook
57	davide-marchi/hate-speech-model-comparison Comparative analysis of machine learning models for hate speech detection on...	17	Experimental	—	Python
58	abeed04/Sentiment-Analysis-using-Recurrent-Neural-Networks Bidirectional RNNs are used to analyze the sentiment (positive, negative,...	17	Experimental	1	Jupyter Notebook
59	GatienVilain/Toxic-Comment-classification Modèle capable d’analyser automatiquement du texte et de le classifier dans...	16	Experimental	1	Jupyter Notebook
60	tayyabrehman96/Semantic-Compression-and-Conceptual-Symbolic-Reasoning-over-Transformer-Embeddings Interpretable multi-class classification of Italian crime news using frozen...	14	Experimental	—	Python
61	Ashly1991/rnn-text-classification-keras-tf2 IMDB sentiment analysis with Keras RNNs (LSTM/GRU). Within-batch padding,...	13	Experimental	—	Jupyter Notebook
62	micheldpd24/cust_review_bertopic Topic Modeling of Customer Reviews using BERTopic	13	Experimental	—	Python
63	BrightManu-lang/customer-review-intelligence End-to-end NLP dashboard for sentiment analysis, semantic review search,...	13	Experimental	—	Python
64	JuaniLlaberia/articles_classifier This project implements an articles classification system leveraging XGBoost...	13	Experimental	—	Jupyter Notebook
65	Khaoula1025/SmartTicketPipeline End-to-end NLP batch pipeline for automated IT support ticket...	13	Experimental	—	—
66	LKEthridge/Machine_Learning_for_Texts A Machine Learning Project using Texts from TripleTen	13	Experimental	—	Jupyter Notebook
67	Data-pageup/Sequential-Neural-Networks-for-Sentiment-Analysis-model-deploy A sentiment analysis project using RNN, LSTM, and GRU models to classify...	13	Experimental	—	Jupyter Notebook
68	annnieglez/nlp-stock-market-and-news This project focuses on detecting fake news from news headlines using...	13	Experimental	—	Jupyter Notebook
69	AHMerrill/unstructured-data-2 NLP assignment: Product review analysis with embeddings, similarity metrics,...	13	Experimental	—	Jupyter Notebook
70	tzelepimaria/amazon-reviews-embeddings Amazon reviews embedding generation using NLP transformer models.	13	Experimental	—	Jupyter Notebook
71	Ashot72/spfx-universal-sentence-encoder Amazon Reviews Sentiment Classifications and Textual Similarities with...	13	Experimental	—	TypeScript
72	ayrtondenner/RestaurantReviewer AI-powered pipeline to collect, normalize, and analyze Brazilian restaurant...	13	Experimental	—	Python
73	loretoparisi/russian_trolls_tweets_dataset Russian troll tweets	13	Experimental	9	—
74	Shanmukhi1920/Text-Classification Developed an NLP system using Gradio and Hugging Face to classify disaster...	13	Experimental	—	Jupyter Notebook
75	salehsargolzaee/LSTM-for-Sentiment-Analysis In this notebook, I implemented a recurrent neural network (Long short-term...	12	Experimental	7	Jupyter Notebook
76	AGiannoutsos/Twitter-Sentiment-Analysis-with-LSTMs-ELMo Twitter Sentiment analysis using RNS like LSTMs, GRUs and enhancing the...	12	Experimental	8	Jupyter Notebook
77	jwj1111/From-Linguistic-Features-to-Social-Impact-Readability-VS-Diffusion-Polarized-Tweets Readability & Sentiment & Diffusion	12	Experimental	1	Jupyter Notebook
78	machinelearningprodigy/sms-spam-classiifer This Email/SMS Spam Classifier is a machine learning-powered application...	12	Experimental	6	Python
79	AB00k/6-Complete-NLP-tutorial-GRU-LSTM-RNN-Sentiment_Analysis This repository contains the complete tutorial with implementation of NLP...	11	Experimental	3	Jupyter Notebook
80	Daarwinmendez/Text-Regression Proyecto de predicción de precios de casas combinando embeddings (BERT,...	11	Experimental	—	Jupyter Notebook
81	jfernsler/ASRS_Classifier Language classifier based on BERT to classify Aviation Safety Reporting...	11	Experimental	3	Python
82	Arko98/BBC-News-Classification BBC News Content Classification (multi-class classification)	11	Experimental	—	Jupyter Notebook
83	itsDaiton/imdb-reviews-sentiment-analysis IMDB Reviews sentiment analysis carried out using NLTK library.	11	Experimental	—	Jupyter Notebook
84	agoila/sentiment-prediction-RNN Sentiment prediction using an RNN architecture in TensorFlow	11	Experimental	—	Jupyter Notebook
85	prakHr/Multiclass-Category-Classification Contains notebooks that does categorical classification of shop items using...	11	Experimental	—	Jupyter Notebook
86	fmplaza/WASSA-2018 WASSA 2018 Implicit Emotion Shared Task	11	Experimental	—	Python
87	kottoization/SentimentAnalysisOnConsumentOpinions NLP, text mining sentiment analysis on consumer opinions, using BERT and 2 ML models	11	Experimental	1	Jupyter Notebook
88	msikorski93/Spam-Detection-With-LSTM-Polish Detecting spam (a typical binary classification problem) on Polish emails.	10	Experimental	2	Jupyter Notebook
89	Leyan0109/Python_Text-Sentiment-Analysis-Movie-Reviews Deep learning project to classify movie review sentiment using CNN and...	10	Experimental	1	—
90	CapritaAndrei/CompanyClassifier4.0 Company Classifier that takes a dataset and a list of labels and adds one or...	10	Experimental	1	Python
91	thelakshyadubey/Automatic_Ticket_Classification_Tool Automatic ticket classification and document QA system with Pinecone vector...	10	Experimental	1	Python
92	DataforGoodMAD/twitter-analysis-app CLI App that uses Natural Language Processing to find users similar to you...	10	Experimental	2	Python
93	mhmdsab/Spam-Classifier spam classifier with a dataset of 5000 mail	10	Experimental	2	Jupyter Notebook