Stock Analysis AI 📈🤖

A comprehensive technical analysis tool that automates market analysis using AI-driven indicators and pattern recognition.

Features ✨

• Data Pipeline

  • Real-time Yahoo Finance integration
  • Customizable timeframes (1d to max)
  • Automated data cleaning

• Technical Indicators

  • Moving Averages (SMA, EMA)
  • Oscillators (RSI, MACD)
  • Volatility (Bollinger Bands)
  • Volume analysis

• Pattern Recognition

  • Head & Shoulders
  • Double Tops/Bottoms
  • Triangle Patterns
  • Support/Resistance Levels

• Smart Signals

  • Weighted composite scoring
  • Trend confirmation
  • Volume validation

• Backtesting

  • Portfolio simulation
  • Sharpe ratio calculation
  • Win rate analysis

Installation ⚙️

git clone https://github.com/batuaribakir/StockSig.git
cd StockSig
pip install -r requirements.txt

Usage 🖥️

CLI Interface

python -m interface.cli

Jupyter Interface

from interface.widgets import InteractiveAnalysis analyzer = InteractiveAnalysis() analyzer.display()

Tech Stack 🛠️

Core: Python 3.9+

Data: yFinance, Pandas, NumPy

TA: TA-Lib, custom pattern detection

Visualization: Matplotlib, mplfinance

UI: IPython Widgets, Click