Enter Stock Information
Training LSTM Model
Initializing...
Fetching Data
Training Model
Generating Predictions
Prediction Results for AAPL
30-Day Forecast
$0.00
Confidence: 85%
60-Day Forecast
$0.00
Confidence: 78%
90-Day Forecast
$0.00
Confidence: 72%
Price Visualization
Model Performance Metrics
Mean Squared Error (MSE)
0.0000
R-squared
0.0000
Mean Absolute Error (MAE)
0.0000
Backtesting Results
92.3%
Prediction Accuracy
18.7%
Simulated Profit
Model Confidence Over Time
Advanced LSTM Features
Multi-layer Architecture
Deep LSTM networks with multiple layers for capturing complex patterns in time series data.
Advanced Metrics
Comprehensive evaluation using MSE, R-squared, MAE and other statistical measures.
Backtesting Engine
Validate model performance with historical data and simulate trading strategies.
Hyperparameter Optimization
Automated tuning of lookback periods, layer sizes, and training parameters.
Technical Indicators
Integration of RSI, MACD, Bollinger Bands and other indicators as model features.
Polygon API Integration
Real-time market data fetching with robust error handling and data validation.