https://github.com/sosane/predictive-model
https://github.com/sosane/predictive-model
Last synced: 10 months ago
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- Host: GitHub
- URL: https://github.com/sosane/predictive-model
- Owner: SOSANE
- Created: 2024-01-14T17:39:57.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2025-03-18T21:51:21.000Z (about 1 year ago)
- Last Synced: 2025-06-04T04:08:49.610Z (12 months ago)
- Language: Python
- Size: 13.7 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Predictive Model Interface for Stocks | Time Series Analysis
This repository provides an interactive stock prediction dashboard that helps visualizing historical data prices and predictions, using Yahoo Finance API's data and Random Forrest algorithm to train the model. This dashboard is designed to be user-friendly and interactive.
https://random-forrest-predictive-model.streamlit.app/
## 📹 Video demo
[first-prediction-model.webm](https://github.com/user-attachments/assets/d28cc811-51ae-46b3-92ff-f0955dd6d415)
## 🚀 Features
- Utilized Yahoo Finance API to collect and preprocess historical financial information. Applied Pandas for efficient data manipulation.
- Employed Matplotlib to create informative plots visualizing financial trends.
- Trained prediction models using scikit-learn to forecast financial outcomes.
- Integrated the project into a Streamlit dashboard for user-friendly data exploration and interaction with the data. Real-time display of financial insights, model predictions, and visualization.
## ⚙️ Dependencies
- `streamlit`
- `yfinance`
- `sklearn`
- `matplotlib`
- `seaborn`
- `pandas`