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readme_content = """--- title: DataSynthis ML JobTask colorFrom: blue colorTo: green sdk: gradio sdk_version: 4.7.1 app_file: app.py pinned: false
Stock Price Forecasting
DataSynthis ML Engineer Intern Job Task SET-B
Overview
Time series forecasting for stock prices using ARIMA and LSTM models.
Models
- ARIMA: Statistical approach
- LSTM: Deep learning approach
Dataset
Google (GOOGL) stock prices from 2018-2025 via Yahoo Finance
Performance
ARIMA achieved RMSE of $3.48 vs LSTM's $30.88
Usage
Enter stock ticker and select forecast horizon to generate predictions.
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