Financial Sentiment Analysis ML Frameworks

ML projects applying NLP and deep learning models (FinBERT, LSTM, VADER) to classify sentiment in financial news, reports, and SEC filings for market prediction and trading signals. Does NOT include general sentiment analysis, document classification outside finance, or non-ML trading strategies.

There are 53 financial sentiment analysis frameworks tracked. The highest-rated is dongyuanxin/news-emotion at 43/100 with 353 stars.

Get all 53 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=financial-sentiment-analysis&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	dongyuanxin/news-emotion 📉 金融文本情感分析模型	43	Emerging	353	Python
2	clonesRpeople2/financial-risk-analyzer 📊 Analyze financial risk for stocks and portfolios with real data from Yahoo...	43	Emerging	1	Python
3	pouyaardehkhani/FinancialAnalysis This notebook provides some skills to perform financial analysis on economical data.	41	Emerging	32	Jupyter Notebook
4	icoxfog417/awesome-financial-nlp Researches for Natural Language Processing for Financial Domain	38	Emerging	437	—
5	LikithMeruvu/FinBert-Finetuning-for-Stock-Sentiment I have fineTuned FinBert Model on 4.9k Financial News Headlines, Got 81-82%...	37	Emerging	12	Jupyter Notebook
6	gabotechs/market-monitor Monitor tool for stocks and cryptocurrencies that includes twitter sentiment...	36	Emerging	11	Python
7	gopiashokan/Financial-Document-Classification-using-Deep-Learning Engineered an advanced deep learning model to automate the classification of...	35	Emerging	10	HTML
8	simranjeet97/financial_analysis_python This repository contains code and videos related to financial data analysis...	35	Emerging	9	Jupyter Notebook
9	jomarmartinezjordas/MSFIN299-Research This repository contains the code and data for an exploratory study on...	33	Emerging	5	Jupyter Notebook
10	nogibjj/Flamingo-ML Forecasting Bitcoin returns through time series analysis, emphasizing...	33	Emerging	8	Jupyter Notebook
11	SkywalkerHub/Payment-Date-Prediction Machine Learning Model to predict the payment date of an invoice when it...	33	Emerging	20	Python
12	Quantum-Software-Development/Bovespa-Banks-Value-Analysis This repository analyzes wealth distribution among Brazilian banks,...	32	Emerging	2	Jupyter Notebook
13	simwai/finance-news-crawler Finance News Crawler uses News API to fetch some latest articles and...	29	Experimental	12	JavaScript
14	wonglaitung/data_analysis 处理金融数据的Python项目，主要功能包括：将多个Excel格式的数据集转换为用于机器学习的宽表格式使用GBDT+LR模型进行二分类预测...	28	Experimental	4	Python
15	sw-song/py_finance 파이썬 금융 데이터 분석 튜토리얼 (Python Finance Data Analysis Tutorial)	28	Experimental	14	Jupyter Notebook
16	Erfaniaa/financial-dataset-generator Financial Dataset Generator	27	Experimental	32	Python
17	satyam9090/Extract-Stock-Sentiment-from-News-Headlines Scrape news headlines for FB and TSLA then apply sentiment analysis to...	26	Experimental	6	HTML
18	vrunm/Text-Classification-Financial-Phrase-Bank Built a sentiment analysis model to predict the sentiment of a Financial...	26	Experimental	31	Python
19	JakeCallcut/market-sector-sentiment-model An academic end-to-end pipeline for aggregating social media sentiment and...	25	Experimental	1	Jupyter Notebook
20	IreneGaita/FinSent Automated system for classifying the sentiment of financial news (positive,...	25	Experimental	3	Jupyter Notebook
21	OlegMitsik/NLP_forecasting A text-based forecasting model for equity trading	25	Experimental	5	Jupyter Notebook
22	FelixCharotte/NLP_Fnews NLP Project based on sentiment analysis of financial news to predict...	23	Experimental	4	Jupyter Notebook
23	yashk1103/nomic-matryoshka-financial-embeddings Financial Domain Adaptation of Nomic Embeddings \| Fine-tuned...	23	Experimental	2	Jupyter Notebook
24	alanwmy00/FinancialDataSentimentAnalysis 2022 UCSD DataHacks Advanced Track First Place Project	23	Experimental	1	Jupyter Notebook
25	Kanishk1420/FinReport-Explainable-Stock-Earnings-Forecasting-via-News-Factor FinReport is a research-oriented system designed to forecast stock earnings...	22	Experimental	6	HTML
26	Druvithakumar/Personal-finance-spending-analysis Data analysis of personal finance and spending habits using clustering,...	22	Experimental	—	Jupyter Notebook
27	samrth504/FinPulse-AI AI-powered financial news sentiment analyzer that classifies user-provided...	22	Experimental	1	TypeScript
28	shubh123a3/-FinSight-Harnessing-News-Sentiment-for-Precision-Stock-Prediction- FinSight leverages LSTM networks and FinBERT sentiment analysis to predict...	22	Experimental	2	Jupyter Notebook
29	fayaz21/newsquant Multi-source financial news library for Python — scrape, extract, and enrich...	22	Experimental	—	Python
30	bigvaldis/breaking_news_market_sentiment Analyze breaking news to track market sentiment, classify articles, and link...	22	Experimental	—	Python
31	dalejoperez/SentimentAnalysis_CentraleMRS25 📊 Analyze financial news and market reports to classify sentiment and gain...	21	Experimental	—	Jupyter Notebook
32	ameya123ch/Finanical_news_Sentiment_analysis Financial news sentiment analysis is a method used to analyze the sentiment...	21	Experimental	7	Jupyter Notebook
33	HardevKhandhar/machine-learning-for-financial-analysis Machine Learning Meets Finance: Practical Analysis and Insights using Python.	20	Experimental	8	Jupyter Notebook
34	akankshadhar2/Company-10K-Analyzer The Company 10K Analyzer is a web application designed to analyze and...	19	Experimental	15	Python
35	TheCleverIdiott/Financial-Sentiment-Analysis Financial Sentiment Analysis	19	Experimental	3	Jupyter Notebook
36	microsoft/finance-advanced-analytics Repo to showcase solution examples and learning content curated by the...	19	Experimental	17	TeX
37	Raufjatoi/FinScope FinScope predicts stock and crypto trends with smart AI insights.	18	Experimental	3	Python
38	AION-Analytics/market-sentiments Open-source suite for Indian financial market sentiment analysis, sector...	18	Experimental	7	Python
39	Alphatropy/Machine-Learning Applied Machine Learning for financial analysis, stock segmentation, and...	17	Experimental	1	Jupyter Notebook
40	mayankchoudhary23/financial-operations-analytics End-to-end financial analytics project with forecasting, churn prediction,...	15	Experimental	1	Jupyter Notebook
41	p-hereford/dards Decision-Aware Risk & Deployment System — a machine learning decision...	15	Experimental	1	Python
42	yashvibhatt/ml-finance-models Machine learning models for credit rating prediction and economic cycle...	14	Experimental	—	Jupyter Notebook
43	kiruthikaJayaramanOfficial/Fuzzy-GARCH-FinBERT NIFTY-50 volatility forecasting with Fuzzy-GARCH-FinBERT	14	Experimental	—	Python
44	Omana30/SentimentLens Real-time AI-powered financial sentiment dashboard — extends MSc thesis...	14	Experimental	—	Python
45	niciiu/risk-aware-decision-engine Risk-aware optimization framework for operational decision-making under...	14	Experimental	—	Python
46	raghavendra-bagalkoti/rscape Real-time CSDR settlement fail prediction + penalty accrual engine \| ML...	14	Experimental	—	JavaScript
47	angelopaldino/Financial-Forecasting-with-Hybrid-Technical-and-Textual-Analysis Hybrid financial forecasting system integrating technical analysis with...	13	Experimental	—	Jupyter Notebook
48	lucaskienast/NLP-on-10Ks-from-EDGAR-DB This is a sentiment trading strategy, written in Python, and applying NLP on...	13	Experimental	11	Jupyter Notebook
49	Rushant-123/Model-Exploring SBERT + Random Forest/XGBoost experiments for financial transaction categorization	13	Experimental	—	Jupyter Notebook
50	quarterpastten/Sentiment-Analysis-and-Stock-Prices A Deep Learning Sentiment Analysis on News Headlines using FinBERT (Python)	12	Experimental	7	Jupyter Notebook
51	BrynGibson/stocks Reddit web scraping and sentiment analysis of investing related Subreddits	11	Experimental	3	Jupyter Notebook
52	opixelum/finmood Tells if a finance news is either negative, neutral or positive.	11	Experimental	—	Jupyter Notebook
53	jvtraynelis/News-Sentiment-and-Stocks---2021-Senior-Thesis This repository contains all the code and datasets written and created...	11	Experimental	3	—