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 54 financial sentiment analysis frameworks tracked. The highest-rated is dongyuanxin/news-emotion at 36/100 with 353 stars.

Get all 54 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	dongyuanxin/news-emotion 📉 金融文本情感分析模型	36	Emerging	353	Python
2	clonesRpeople2/financial-risk-analyzer 📊 Analyze financial risk for stocks and portfolios with real data from Yahoo...	36	Emerging	1	Python
3	yash6810/Sentilyze End-to-end stock sentiment analysis & momentum prediction system using NLP...	35	Emerging	1	Python
4	pouyaardehkhani/FinancialAnalysis This notebook provides some skills to perform financial analysis on economical data.	34	Emerging	32	Jupyter Notebook
5	icoxfog417/awesome-financial-nlp Researches for Natural Language Processing for Financial Domain	31	Emerging	437	—
6	LikithMeruvu/FinBert-Finetuning-for-Stock-Sentiment I have fineTuned FinBert Model on 4.9k Financial News Headlines, Got 81-82%...	30	Emerging	12	Jupyter Notebook
7	gabotechs/market-monitor Monitor tool for stocks and cryptocurrencies that includes twitter sentiment...	29	Experimental	11	Python
8	gopiashokan/Financial-Document-Classification-using-Deep-Learning Engineered an advanced deep learning model to automate the classification of...	28	Experimental	10	HTML
9	simranjeet97/financial_analysis_python This repository contains code and videos related to financial data analysis...	28	Experimental	9	Jupyter Notebook
10	nogibjj/Flamingo-ML Forecasting Bitcoin returns through time series analysis, emphasizing...	26	Experimental	8	Jupyter Notebook
11	SkywalkerHub/Payment-Date-Prediction Machine Learning Model to predict the payment date of an invoice when it...	26	Experimental	20	Python
12	jomarmartinezjordas/MSFIN299-Research This repository contains the code and data for an exploratory study on...	26	Experimental	5	Jupyter Notebook
13	Quantum-Software-Development/Bovespa-Banks-Value-Analysis This repository analyzes wealth distribution among Brazilian banks,...	25	Experimental	2	Jupyter Notebook
14	JakeCallcut/market-sector-sentiment-model An academic end-to-end pipeline for aggregating social media sentiment and...	23	Experimental	1	Jupyter Notebook
15	Druvithakumar/Personal-finance-spending-analysis Data analysis of personal finance and spending habits using clustering,...	22	Experimental	—	Jupyter Notebook
16	bigvaldis/breaking_news_market_sentiment Analyze breaking news to track market sentiment, classify articles, and link...	22	Experimental	—	Python
17	dalejoperez/SentimentAnalysis_CentraleMRS25 📊 Analyze financial news and market reports to classify sentiment and gain...	22	Experimental	—	Jupyter Notebook
18	fayaz21/newsquant Multi-source financial news library for Python — scrape, extract, and enrich...	22	Experimental	—	Python
19	simwai/finance-news-crawler Finance News Crawler uses News API to fetch some latest articles and...	22	Experimental	12	JavaScript
20	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...	22	Experimental	4	Python
21	sw-song/py_finance 파이썬 금융 데이터 분석 튜토리얼 (Python Finance Data Analysis Tutorial)	21	Experimental	14	Jupyter Notebook
22	Erfaniaa/financial-dataset-generator Financial Dataset Generator	20	Experimental	32	Python
23	samrth504/FinPulse-AI AI-powered financial news sentiment analyzer that classifies user-provided...	20	Experimental	1	TypeScript
24	satyam9090/Extract-Stock-Sentiment-from-News-Headlines Scrape news headlines for FB and TSLA then apply sentiment analysis to...	19	Experimental	6	HTML
25	vrunm/Text-Classification-Financial-Phrase-Bank Built a sentiment analysis model to predict the sentiment of a Financial...	19	Experimental	31	Python
26	AION-Analytics/market-sentiments Open-source suite for Indian financial market sentiment analysis, sector...	18	Experimental	7	Python
27	IreneGaita/FinSent Automated system for classifying the sentiment of financial news (positive,...	18	Experimental	3	Jupyter Notebook
28	OlegMitsik/NLP_forecasting A text-based forecasting model for equity trading	18	Experimental	5	Jupyter Notebook
29	yashk1103/nomic-matryoshka-financial-embeddings Financial Domain Adaptation of Nomic Embeddings \| Fine-tuned...	17	Experimental	2	Jupyter Notebook
30	FelixCharotte/NLP_Fnews NLP Project based on sentiment analysis of financial news to predict...	16	Experimental	4	Jupyter Notebook
31	shubh123a3/-FinSight-Harnessing-News-Sentiment-for-Precision-Stock-Prediction- FinSight leverages LSTM networks and FinBERT sentiment analysis to predict...	15	Experimental	2	Jupyter Notebook
32	Alphatropy/Machine-Learning Applied Machine Learning for financial analysis, stock segmentation, and...	15	Experimental	1	Jupyter Notebook
33	mayankchoudhary23/financial-operations-analytics End-to-end financial analytics project with forecasting, churn prediction,...	15	Experimental	1	Jupyter Notebook
34	Kanishk1420/FinReport-Explainable-Stock-Earnings-Forecasting-via-News-Factor FinReport is a research-oriented system designed to forecast stock earnings...	15	Experimental	6	HTML
35	p-hereford/dards Decision-Aware Risk & Deployment System — a machine learning decision...	15	Experimental	1	Python
36	SIRILEKKALA/financial-text-intelligence NLP-based system for financial text analysis, sentiment detection, and risk insights.	14	Experimental	—	Python
37	Omana30/SentimentLens Real-time AI-powered financial sentiment dashboard — extends MSc thesis...	14	Experimental	—	Python
38	niciiu/risk-aware-decision-engine Risk-aware optimization framework for operational decision-making under...	14	Experimental	—	Python
39	yashvibhatt/ml-finance-models Machine learning models for credit rating prediction and economic cycle...	14	Experimental	—	Jupyter Notebook
40	raghavendra-bagalkoti/rscape Real-time CSDR settlement fail prediction + penalty accrual engine \| ML...	14	Experimental	—	JavaScript
41	kiruthikaJayaramanOfficial/Fuzzy-GARCH-FinBERT NIFTY-50 volatility forecasting with Fuzzy-GARCH-FinBERT	14	Experimental	—	Python
42	kshitijbhandari/Sentiment-Signals-in-Equity-Returns A project exploring the relationship between financial news sentiment and...	14	Experimental	—	Jupyter Notebook
43	varunkumarjothi/Financial-Pipeline-Anomaly-Detector Automated financial data pipeline that ingests NSE stock data, engineers 15+...	14	Experimental	—	Python
44	Raufjatoi/FinScope FinScope predicts stock and crypto trends with smart AI insights.	14	Experimental	3	Python
45	ameya123ch/Finanical_news_Sentiment_analysis Financial news sentiment analysis is a method used to analyze the sentiment...	14	Experimental	7	Jupyter Notebook
46	HardevKhandhar/machine-learning-for-financial-analysis Machine Learning Meets Finance: Practical Analysis and Insights using Python.	13	Experimental	8	Jupyter Notebook
47	akankshadhar2/Company-10K-Analyzer The Company 10K Analyzer is a web application designed to analyze and...	12	Experimental	15	Python
48	microsoft/finance-advanced-analytics Repo to showcase solution examples and learning content curated by the...	12	Experimental	17	TeX
49	TheCleverIdiott/Financial-Sentiment-Analysis Financial Sentiment Analysis	12	Experimental	3	Jupyter Notebook
50	WenHao1223/lstm-finbert-stock-trend-prediction Stock trend prediction (Uptrend/Downtrend/Flat) for Bursa Malaysia using...	11	Experimental	—	Jupyter Notebook
51	angelopaldino/Financial-Forecasting-with-Hybrid-Technical-and-Textual-Analysis Hybrid financial forecasting system integrating technical analysis with...	11	Experimental	—	Jupyter Notebook
52	Rushant-123/Model-Exploring SBERT + Random Forest/XGBoost experiments for financial transaction categorization	11	Experimental	—	Jupyter Notebook
53	Alaina1713/NLP-Powered-Financial-Sentiment-Analysis-for-Investment-Insights NLP-powered system that analyzes financial news and reports to extract...	11	Experimental	—	JavaScript
54	SHAILY24/news-sentiment-intelligence Enterprise-grade news sentiment analysis platform with ML-powered...	11	Experimental	—	JavaScript