StockPredict AI — S&P 500 Price Prediction

AAPL

Apple Inc.

Live Data

Current Price — —

Day Open —

Day High —

Day Low —

Volume —

52W Range

—

Historical Price

Real-time data from Yahoo Finance

AI Prediction ACTIVE BUY

BULLISH Tomorrow's Direction

— Up Prob.

As of Close —

Confidence Threshold 60%

Model Precision —

Baseline (Buy & Hold) —

—

Why this prediction?

Top factors driving the AI's decision, ranked by importance to the model.

VALIDATION

Historical Backtest Results

Chronological rolling-window evaluation — trained on 2,500 days, tested on next 250 days. Zero data leakage.

                        Model Precision
                        —
                        —
                    

Baseline — Buy & Hold Rate

Backtested Days — Trading days evaluated

Signal Distribution

Bullish: — | Bearish: —

Prediction Probabilities & Outcomes

Last 250 backtested steps. Dots = daily classification result.

Correct Incorrect Probability

ADVANCED

Tune the Random Forest

Adjust hyperparameters and re-run prediction. Higher confidence threshold = fewer but more reliable bullish signals.

Estimators (Trees) 200

Number of decision trees in the forest.

Min Samples Split 50

Minimum samples needed to split a node.

Decision Threshold 0.60

Minimum probability to output a BULLISH signal.

Rolling Horizons Days for rolling ratios/trends (comma-separated).

Include rolling average ratios & trend predictors