🧠 AI/ML Intelligence Center

Advanced machine learning models and predictive analytics

🤖 AI Models

LSTM Neural Network
83.7%
Long Short-Term Memory network for time series prediction with attention mechanism.
0.042
MSE
1.85
Sharpe
Transformer Model
87.2%
Advanced transformer architecture with multi-head attention for market prediction.
0.038
MSE
2.12
Sharpe
Ensemble Model
85.9%
Combines multiple models including Random Forest, XGBoost, and Neural Networks.
0.035
MSE
1.98
Sharpe
GAN Anomaly Detector
79.4%
Generative Adversarial Network for detecting market anomalies and regime changes.
0.051
MSE
1.67
Sharpe
Symbol:
Timeframe:

📊 Prediction Analytics

83.7%
Model Accuracy
+$12,540
ML-Generated Profit
1,247
Predictions Today
91.2%
Avg Confidence

🧠 Neural Network Visualization

I1
I2
I3
I4
I5
H1
H2
H3
H4
H5
H6
H7
O1

🔮 Live Predictions

BTC/USD 1h
$42,587
+$387 (+0.92%)
Confidence: 87%
ETH/USD 1h
$2,765
-$23 (-0.82%)
Confidence: 74%
SOL/USD 1h
$96.45
+$1.45 (+1.53%)
Confidence: 91%

📈 Feature Importance

Price SMA-20
0.85
Volume Ratio
0.72
RSI-14
0.68
MACD Signal
0.59
Volatility
0.45

📜 Training Log

[14:32:15] Starting model training...
[14:32:16] Loading dataset: 50,000 samples
[14:32:17] Preprocessing features...
[14:32:25] Epoch 1/100 - Loss: 0.0847 - Accuracy: 0.723
[14:32:31] Epoch 5/100 - Loss: 0.0654 - Accuracy: 0.756
[14:32:45] Epoch 10/100 - Loss: 0.0521 - Accuracy: 0.782
[14:33:12] Validation accuracy improved: 0.837
[14:33:24] Epoch 20/100 - Loss: 0.0423 - Accuracy: 0.812
[14:33:35] Early stopping triggered
[14:33:36] Training completed successfully
[14:33:37] Model saved to checkpoint