Stock Market Prediction ML Frameworks

Web applications and ML models for forecasting stock prices and market trends using historical data and algorithmic trading strategies. Does NOT include general time-series forecasting, portfolio optimization, or financial sentiment analysis unrelated to price prediction.

There are 90 stock market prediction frameworks tracked. 1 score above 50 (established tier). The highest-rated is NGYB/Stocks at 54/100 with 372 stars.

Get all 90 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=stock-market-prediction&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	NGYB/Stocks Programs for stock prediction and evaluation	54	Established	372	Jupyter Notebook
2	kaushikjadhav01/Stock-Market-Prediction-Web-App-using-Machine-Learning-And-Sentiment-Analysis Stock Market Prediction Web App based on Machine Learning and Sentiment...	44	Emerging	874	Python
3	LinLidi/StockSensation 基于情感字典和机器学习的股市舆情情感分类可视化	43	Emerging	341	Python
4	madhurimarawat/Stock-Market-Prediction This repository began as a 7th-semester minor project and evolved into our...	42	Emerging	19	Jupyter Notebook
5	Kumar-laxmi/Stock-Prediction-System-Application Stock Prediction System is a ML based website designed using Django's ...	40	Emerging	110	HTML
6	evgeniavolkova/kagglejanestreet Solution for the Jane Street 2024 Kaggle competition.	36	Emerging	218	Python
7	shabh2412/stock_price_prediction_application This project aims to develop a stock prediction application using Machine Learning	36	Emerging	54	Python
8	DMTSource/daily-stock-forecast Daily Stock Forecasts using Machine Learning & Python	36	Emerging	358	HTML
9	sumittttttt/Stock-market-prediction-and-screener In Stock Market Prediction, our aim is to build an efficient Machine...	36	Emerging	51	Jupyter Notebook
10	DataRohit/Stockastic Stockastic is an ML-powered stock price prediction app built with Python and...	35	Emerging	21	Jupyter Notebook
11	Ronak-59/Stock-Prediction Smart Algorithms to predict buying and selling of stocks on the basis of...	35	Emerging	217	JavaScript
12	LeoRigasaki/stock-market-prediction-engine Advanced ML system for stock market prediction with real-time data and...	35	Emerging	9	Python
13	victor369basu/Real-time-stock-market-prediction In this repository, I have developed the entire server-side principal...	34	Emerging	648	JavaScript
14	krishnaKanta2008/PredictHub PredictHub is a sophisticated stock price prediction platform that combines...	32	Emerging	16	TypeScript
15	tomtom94/stockmarketpredictions Educational predictions on stock market with Tensorflow.js sequential RNN...	32	Emerging	29	JavaScript
16	abdellatif-laghjaj/stock-market-prediction Welcome to the Stock Market Prediction Web App repository! This project aims...	30	Emerging	16	Python
17	CorvusCodex/FiAi Simple Finance Forecasting Ai. This Ai Model uses historical price data to...	30	Emerging	15	Python
18	AI4Finance-Foundation/Quantifying-ESG-Alpha-using-Scholar-Big-Data-ICAIF-2020 Quantifying ESG Alpha using Scholar Big Data: An Automated Machine Learning Approach.	30	Emerging	77	Jupyter Notebook
19	thinker84/Real-Time-stock-price-prediction-and-market-analysis-using-Machine-Learning Real-time stock price prediction app using LSTM, Streamlit, and historical...	29	Experimental	14	Python
20	whysosaket/SixthSense A sandbox simulator for stock market prediction using ML model.	29	Experimental	12	JavaScript
21	nicolaswilches/daily-trading-system A trading system with daily stock price predictions.	28	Experimental	2	Python
22	soumallyadev07/StockPilePeer Stock Pile Peer is a simple flask application that uses Machine Learning to...	27	Experimental	3	JavaScript
23	subhayu99/finadict A webapp to predict financial prices	27	Experimental	14	Python
24	ewliang/Stock-Predictor A simple stock predictor webapp using brain.js LSTM neural network.	25	Experimental	1	JavaScript
25	debasishray16/StockPredictor This project basically aims to provide a visual representation and...	24	Experimental	1	JavaScript
26	Abhishek-Mallick/Predict-Bay PredictBay aims to revolutionize decision-making in investment strategies...	24	Experimental	3	JavaScript
27	Jatin-Goyal-552/Stock_Price_Predicton A web app to fetch and visualize stock data of many companies using yfinance...	24	Experimental	25	Jupyter Notebook
28	cn-vhql/Futures_ML 一个基于机器学习的期货价格预测系统，使用Streamlit构建交互式Web界面，支持多种技术指标分析和智能预测。	24	Experimental	7	Python
29	YichengYang-Ethan/Market-Bubble-Index-Dashboard Market Bubble Index — 7-indicator composite dashboard with drawdown...	24	Experimental	2	Python
30	PhongCT1105/S-P_500_Stock_Prediction Advanced Stock Price Prediction Tool using ARIMA and LSTM models with a...	23	Experimental	2	Jupyter Notebook
31	felixxmulya/bursalens Analyze and predict stock Indonesian market using nextjs, and python for LLM	23	Experimental	5	TypeScript
32	Innovative-Sam/stock-price-prediction 📈 Predict stock prices using real-time data from Yahoo Finance with a...	23	Experimental	1	Jupyter Notebook
33	codedevrosh/stock_price_prediction End-to-end multi-stock forecasting platform using LSTM, Prophet, ARIMA &...	23	Experimental	1	Jupyter Notebook
34	vishal815/-Stock-market-Prediction-with-Machine-Learning-Django Developed ML/DL based a web application for stock price prediction based on...	23	Experimental	33	Python
35	Rajanikant12/Crypto-Analysis 📈 Analyze and visualize cryptocurrency trends and statistics in Indian...	22	Experimental	—	CSS
36	nicholas-dinicola/Forecasting-stock-prices-based-on-semantic-analysis-of-business-news-and-social-media-posts It is well-known that stock price movements are highly sensitive to...	22	Experimental	7	Jupyter Notebook
37	steveive8/standard-portfolio State Panel of Financial data of DOW, KOSPI, KOSDAQ, US 30 FUTURES, WTI,...	22	Experimental	1	JavaScript
38	Sudarshan-t-1999/mutual-fund-return-forecasting Machine learning system for forecasting mutual fund forward returns using...	22	Experimental	—	Jupyter Notebook
39	Sharan0555/StockPricePrediction ML-powered stock price prediction platform using LSTM, FastAPI, and Next.js"	22	Experimental	—	Python
40	NasdormML/Moex_predict Next 5 days ticker closing price forecast.	22	Experimental	—	Python
41	YichengYang-Ethan/ESG-Driven-Stock-Value-Prediction Stock value prediction using ESG factors — Random Forest, walk-forward backtesting	22	Experimental	3	Jupyter Notebook
42	ingo-stallknecht/volatility-nowcasting Predicting S&P 500 realized volatility from market data + news. Full...	22	Experimental	—	Jupyter Notebook
43	x-0D/finapred Finapred is a finance predictor app that uses fbprophet, binance api and...	22	Experimental	1	Python
44	shubh123a3/Stock-Market-Anomaly-Detection Analyze GameStop (GME) stock data using various anomaly detection methods...	21	Experimental	11	Jupyter Notebook
45	LucasDiogo96/Stock-Market-Prediction This project aims to predict future values on the stock market for a stock...	21	Experimental	10	Jupyter Notebook
46	brodyu/predicting-earnings-surprises Analysis of financial earnings data and forecasting earnings surprises...	21	Experimental	8	Jupyter Notebook
47	imsanjoykb/Recession-Indicator-Research This paper studies the infromation content of the yield curve as recession...	21	Experimental	8	Jupyter Notebook
48	Thoughtscript/x_team_tensorflow_js WIP TensorFlowJS Stock Prediction	20	Experimental	12	JavaScript
49	dspytdao/dspytai EVMOS blockchain Dapp that utilizes on-chain data to model potential price...	20	Experimental	11	Jupyter Notebook
50	Gimkhana/ML This repository contains three machine learning projects examining price...	19	Experimental	—	Jupyter Notebook
51	Team-Microsoft/AI-stock-predict Multi-model stock price forecasting platform leveraging machine learning and...	19	Experimental	—	TypeScript
52	Razalkr70/Stock-Market-Prediction A Flask-based web app that predicts future stock prices using an LSTM deep...	18	Experimental	4	HTML
53	XBastille/FoxTrend FoxTrend uses advanced machine learning to provide insightful stock price...	18	Experimental	4	CSS
54	ErikGartner/stocky Stock prediction using JavaML and WEKA.	17	Experimental	4	Java
55	kharatpatil/stock-prediction Stock Prediction GUI using Streamlit, Prophet, and scikit-learn for...	16	Experimental	1	HTML
56	Shourya0609/forecasting_the_US_treasury_yield_curve 📈 Forecast U.S. Treasury yield curves with a robust machine learning...	16	Experimental	—	Assembly
57	Incharajayaram/stock_price_prediction_project This is a web app, that is used to predict future stock prices. The machine...	16	Experimental	3	Jupyter Notebook
58	hwan0050/stock-predictor 🚀 주가 예측 웹 애플리케이션 - React·Java·Python	16	Experimental	1	JavaScript
59	Revant-1/Mini-Project-StockX- This our Second Year mini-Project , This have 4 main functionality , Stock...	16	Experimental	1	JavaScript
60	Bilgee135/market-prediction-platform S&P 500 weekly price prediction platform built with React, Node.js, and...	15	Experimental	1	HTML
61	ndk123-web/stock_insight A Django web app that fetches stock price history using yfinance, displays...	15	Experimental	1	JavaScript
62	shahfazliz/neural-stocks To study the application of neural network (sub branch of Artificial...	15	Experimental	2	JavaScript
63	ihsan31415/ihsg-news-analyst predicting the price change of a indonesian stock index using the news	14	Experimental	4	Python
64	delabrov/MarketIA Projet de ML appliqué à la finance visant à prédire les rendements J+1 de...	14	Experimental	—	Python
65	Poojan2207/Stock-market-forecasting A Streamlit web app that fetches live stock data from Yahoo Finance, runs...	14	Experimental	—	Python
66	Devanik21/Netflix-Stocks-APP NFLX stock analysis Streamlit dashboard — candlestick charts,...	14	Experimental	—	Jupyter Notebook
67	Shivu7889/YesBank_StockPrice_Prediction Predicting Yes Bank's monthly stock closing price using Ridge Regression,...	14	Experimental	—	Jupyter Notebook
68	HuyLe3011/Stock_Price_Prediction_using_LSTM_and_GRU Interactive Streamlit web app deploying a hybrid LSTM-GRU neural network to...	14	Experimental	—	Python
69	YASH-2305/IPO-Performance-Analyzer Machine learning-based IPO Performance Analyzer that predicts listing gains...	14	Experimental	—	Jupyter Notebook
70	The-Predictbay/Predictbay-V3 PredictBay is an innovative project that aims to revolutionize...	14	Experimental	1	JavaScript
71	Vinbw/financial-time-series-ml-analysis Machine learning analysis comparing Ethereum and Novo Nordisk price dynamics...	14	Experimental	—	Jupyter Notebook
72	MichalPytlarz/Live_stock_analysis Fundamental and sentimental (NLP) analysis, Kalman Filter for stock market analysis	14	Experimental	—	Python
73	aaronlam88/cmpe295 Trying to use power of machine learning to predict stock prices	13	Experimental	5	JavaScript
74	Vraid-Systems/ml_timeseries_predictions predictions from https://github.com/Vraid-Systems/ml_timeseries	12	Experimental	3	JavaScript
75	zeeshan457/Stocks-Processing-Web-Application Allows users to make market predictions using machine learning.	12	Experimental	1	Java
76	J0-Y0/stock_market_data_analysis This project performs Exploratory Data Analysis (EDA) on the Financial News...	12	Experimental	3	Jupyter Notebook
77	pointlander/clairvoyant Stock market predictions	12	Experimental	4	Go
78	srinivasRM/Mutual-funds-Analysis-and-prediction In this project I have performed analysis and prediction on 1,3,and 5 year...	12	Experimental	14	Jupyter Notebook
79	M-Taghizadeh/Dollar_Rial_Price_Dataset In this dataset, the price of the dollar to the Iranian rial in the years...	12	Experimental	29	Python
80	strattyx/timeseriesgui Simple ReactJS app that compiles and trains neural nets based off...	12	Experimental	1	JavaScript
81	shortthirdman/StockPriceForecastHub Stock Price Forecasting Using Machine Learning Models	11	Experimental	—	—
82	h4sh1r/Stocks-Price-Predictor-App An AI-powered Streamlit app that predicts stock prices using LSTM,...	11	Experimental	—	Python
83	Vixcy300/protothon-hackathon2025 AI-powered stock market prediction dashboard using deep learning, NLP...	11	Experimental	5	Python
84	sshourya5969/stock-price-prediction-ml Twitter sentiment and engagement analysis using R with visualization and...	11	Experimental	—	R
85	easypeasysaral/stockpredictionmodel Full-stack ML system for real-time stock direction prediction using FastAPI,...	11	Experimental	—	JavaScript
86	priyanshsaxena/techmeet Stock Market Analysis (5th Inter-IIT Tech Meet), IIT Mandi	11	Experimental	2	JavaScript
87	ritikpandey01/Stock-Prediction-Pro "Advanced stock price prediction and analysis tool built with Streamlit and...	11	Experimental	2	—
88	shubham-chhetri/NLPStockPrediction Web app for stock price prediction with visualization using LSTM, Tensorflow...	10	Experimental	1	HTML
89	abideenml/Tesseract-StockMarket-ForecastingEngine Tesseract: Stock Market Forecasting 📈 Engine with JavaFX, Alpaca Trading and...	10	Experimental	1	Java
90	22MH1A42G1/Predicting-Stock-Price-Direction-using-Support-Vector-Machines Predicting stock price direction is a key goal for traders and analysts....	10	Experimental	3	Jupyter Notebook

Comparisons in this category

Stock-market-prediction-and-screener and stock-market-prediction (36 vs 30) Stock-market-prediction-and-screener and Real-Time-stock-price-prediction-and-market-analysis-using-Machine-Learning (36 vs 29)