https://github.com/adilshamim8/stock_price_prediction
A simple LSTM-based machine learning project to predict stock prices using historical data.
https://github.com/adilshamim8/stock_price_prediction
datascience deeplearning finance lstm neuralnetworks python stockprediction tensorflow timeseriesanalysis
Last synced: 3 months ago
JSON representation
A simple LSTM-based machine learning project to predict stock prices using historical data.
- Host: GitHub
- URL: https://github.com/adilshamim8/stock_price_prediction
- Owner: AdilShamim8
- License: other
- Created: 2025-06-09T14:04:27.000Z (4 months ago)
- Default Branch: main
- Last Pushed: 2025-06-09T14:31:34.000Z (4 months ago)
- Last Synced: 2025-06-09T15:26:23.872Z (4 months ago)
- Topics: datascience, deeplearning, finance, lstm, neuralnetworks, python, stockprediction, tensorflow, timeseriesanalysis
- Language: Jupyter Notebook
- Homepage:
- Size: 6.92 MB
- Stars: 2
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Stock Price Prediction – Predict the Future, Today.
Welcome to a project built with curiosity, passion, and a love for learning.
This is not just code — it’s a step toward understanding how data and AI can help us see patterns in the stock market.
The model predicts stock prices and shows them compared to actual values on a graph.
## What This Project Is About
This project uses **machine learning** (LSTM model) to predict stock prices based on historical data.
It takes real stock data, processes it, trains a deep learning model, and then makes predictions.
If you’re new to ML or just curious about the stock market, this is a great place to start.
---
## What You’ll Learn
- How to collect stock data using Yahoo Finance
- How to clean and prepare time-series data
- How LSTM (a type of neural network) works for prediction
- How to visualize stock price predictions vs real prices
---
## Tools & Libraries Used
- Python
- Pandas & NumPy
- Matplotlib
- Scikit-learn
- TensorFlow / Keras
- yfinance (Yahoo Finance API)
---
## How to Run It
1. Clone the repo:
```bash
git clone https://github.com/AdilShamim8/Stock_Price_Prediction.git
cd Stock_Price_Prediction
```
2. Install the required libraries:
```bash
pip install -r requirements.txt
```
3. Run the project:
```bash
python main.py
```
---
### Want to Contribute?
Feel free to fork this repo, play with the code, and improve it.
Pull requests and suggestions are always welcome!
### Connect With Me
**Made by Adil Shamim**
Let’s connect and build cool things together.
* LinkedIn: [adilshamim8](https://www.linkedin.com/in/adilshamim8)
* Kaggle: [adilshamim8](https://www.kaggle.com/adilshamim8)
* X: [adil_shamim8](https://x.com/adil_shamim8)