TechTaur
AI-driven stock insights
AI-ML driven stock market predictions / fintech product.
This app predicts the next day's direction (UP/DOWN) for index/stocks. It's a learning tool, not financial advice.
AI Predicted Direction
AI Model Confidence
How It Works
TechTaur turns historical prices into tomorrow’s direction using machine learning signals.
1) Select & Fetch
Select your market series (index/stock) and a date span. Our ML engine pulls raw OHLCV, cleans noise, fills gaps, and readies data for AI feature extraction.
2) Build Signals
We auto-engineer a robust feature set—MA, RSI, MACD, Bollinger Bands, ATR, volatility, momentum, returns & drawdown— then perform a precise train/test split based on your slider for objective backtests.
- Feature engineering
- Model training & validation
- Confidence estimation
3) Predict & Explain
Output is a direction (UP/DOWN) with confidence. We also calculate accuracy, precision, and a confusion matrix.
Direction AI-ML ConfidenceWhat we compute
Notes & Disclaimer
- Educational tool — not financial advice.
- Past performance ≠ future returns.
- Confidence reflects the model’s internal estimate on recent data.
FAQ
Short answers to the most common questions.
To generate predictions:
- Select Index (e.g., NIFTY50, BANKNIFTY, etc.).
- Select Stock from that index.
- Adjust the Years of Historical Data you want to analyze (e.g., 5 years, 10 years).By default, it is set to 10 years.
- Choose the Training Data Size (%) that will be used to train the AI model. By default, it is set to 80%.
- Click Get Prediction to see the AI-predicted direction (UP, DOWN, NEUTRAL) and model confidence.
You can try different years of data and training percentages to compare results and see how predictions change.
Stay Connected with TechTaur
Questions, feedback, or ideas? We’d love to hear from you.