madhurimarawat/Stock-Market-Prediction
This repository began as a 7th-semester minor project and evolved into our 8th-semester major project, "Advanced Stock Price Forecasting Using a Hybrid Model of Numerical and Textual Analysis." It utilizes Python, NLP (NLTK, spaCy), ML models, Grafana, InfluxDB, and Streamlit for data analysis and visualization.
This project helps individual investors, traders, or financial analysts forecast stock prices by combining historical numerical data with insights from financial news. It takes in historical stock prices and financial news articles, processes them using machine learning, and outputs predictions and visualizations of stock price movements. This tool is designed for anyone looking to make more informed decisions about buying or selling stocks.
Use this if you want to predict stock prices using a blend of historical financial data and sentiment from textual news.
Not ideal if you need real-time high-frequency trading signals or a tool for institutional-grade portfolio management.
Stars
19
Forks
11
Language
Jupyter Notebook
License
MIT
Category
Last pushed
Feb 20, 2026
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/ml-frameworks/madhurimarawat/Stock-Market-Prediction"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
NGYB/Stocks
Programs for stock prediction and evaluation
kaushikjadhav01/Stock-Market-Prediction-Web-App-using-Machine-Learning-And-Sentiment-Analysis
Stock Market Prediction Web App based on Machine Learning and Sentiment Analysis of Tweets (API...
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
Kumar-laxmi/Stock-Prediction-System-Application
Stock Prediction System is a ML based website designed using Django's Framework and CSS's...
DMTSource/daily-stock-forecast
Daily Stock Forecasts using Machine Learning & Python