NSE-Neuron

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What it does

NSE-Neuron fetches historical data for any NSE-listed stock and uses deep learning to forecast the next 5 trading days — giving you predicted High, Low, Close prices along with BUY / HOLD / SELL signals and market regime detection.

Available as a web UI (one-click launch) and a command-line tool.

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Screenshots

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Highlights

• 🤖 4 models — LSTM · BiLSTM · GRU · CNN-LSTM, each with its own signal classifier
• 📊 Run All mode — trains all 4 models at once and ranks them by RMSE
• 🔍 Regime detection — identifies BULL / BEAR / SIDEWAYS market and recommends the best model
• 🕯️ Candlestick patterns — detects active patterns and cross-references them with the regime
• 📈 Interactive chart — zoomable OHLC chart with forecast overlay and signal markers

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Quick Start

# 1. Clone
git clone https://github.com/NayakwadiS/NSE-Neuron.git
cd NSE-Neuron

# 2. Python environment
python -m venv .venv
.venv\Scripts\activate          # Windows
source .venv/bin/activate       # macOS / Linux
pip install -r requirements.txt

# 3. Frontend
cd src/frontend && npm install && cd ../..

Launch Web UI

start.bat          # Command Prompt

Open http://localhost:5173 in your browser.

Or use the CLI

python main.py

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License

Licensed under the terms of the LICENSE file.

Disclaimer — For educational and research purposes only. Not financial advice. The authors are not responsible for any investment decisions made based on this tool.