XGBoost · LightGBM (tuned) · Stacking Ensemble · Dashboard MLP · Winner = highest Alpha per row
Wins by Alpha: XGB 11/54 · LGBM 24/54 · ENS 19/54 · MLP 0/54
| Ticker | TF | XGB α | LGBM α | ENS α | MLP α | Winner | Best α |
|---|---|---|---|---|---|---|---|
| AAPL | 3d | -15.5% | -15.2% | -21.3% | -37.9% | LGBM | -15.2% |
| AAPL | daily | +38.4% | +58.5% | +68.8% | +24.9% | ENS | +68.8% |
| AAPL | weekly | -24.3% | -17.4% | -50.3% | -33.1% | LGBM | -17.4% |
| AMD | 3d | -97.4% | -95.3% | -206.0% | -135.6% | LGBM | -95.3% |
| AMD | daily | +265.5% | +229.5% | +230.6% | +40.4% | XGB | +265.5% |
| AMD | weekly | -138.0% | -113.9% | -238.0% | -171.0% | LGBM | -113.9% |
| AMZN | 3d | +43.9% | +47.2% | +1.5% | -6.0% | LGBM | +47.2% |
| AMZN | daily | +168.3% | +166.5% | +191.3% | +118.7% | ENS | +191.3% |
| AMZN | weekly | +17.3% | +8.7% | -66.1% | -14.7% | XGB | +17.3% |
| BA | 3d | +68.8% | +76.1% | +72.2% | +64.3% | LGBM | +76.1% |
| BA | daily | +189.8% | +193.8% | +199.8% | +177.9% | ENS | +199.8% |
| BA | weekly | +45.6% | +48.9% | -10.9% | +29.0% | LGBM | +48.9% |
| BRK-B | 3d | -9.8% | -7.3% | -23.0% | -24.8% | LGBM | -7.3% |
| BRK-B | daily | +8.4% | +10.4% | +18.4% | +4.7% | ENS | +18.4% |
| BRK-B | weekly | -8.2% | -6.5% | -31.9% | -38.9% | LGBM | -6.5% |
| CL=F | 3d | +156.9% | +148.5% | +138.9% | +124.2% | XGB | +156.9% |
| CL=F | daily | +338.4% | +339.8% | +356.4% | +287.2% | ENS | +356.4% |
| CL=F | weekly | +69.3% | +63.7% | +94.9% | +41.3% | ENS | +94.9% |
| FDX | 3d | -23.5% | -22.2% | -36.8% | -35.4% | LGBM | -22.2% |
| FDX | daily | +67.7% | +84.7% | +71.7% | +61.1% | LGBM | +84.7% |
| FDX | weekly | -42.6% | -30.3% | -47.6% | -44.1% | LGBM | -30.3% |
| GLD | 3d | -69.1% | -70.3% | -85.2% | -87.4% | XGB | -69.1% |
| GLD | daily | -47.9% | -46.4% | -32.6% | -61.6% | ENS | -32.6% |
| GLD | weekly | -91.9% | -93.0% | -103.3% | -104.4% | XGB | -91.9% |
| GOOGL | 3d | -79.9% | -77.9% | -84.3% | -116.5% | LGBM | -77.9% |
| GOOGL | daily | +45.5% | +50.7% | +72.9% | +21.0% | ENS | +72.9% |
| GOOGL | weekly | -122.2% | -120.5% | -162.2% | -146.5% | LGBM | -120.5% |
| INTC | 3d | +50.9% | +74.7% | +63.0% | -13.1% | LGBM | +74.7% |
| INTC | daily | +318.6% | +325.2% | +423.4% | +204.0% | ENS | +423.4% |
| INTC | weekly | +12.4% | +30.6% | -33.7% | -18.7% | LGBM | +30.6% |
| KO | 3d | -8.0% | -11.8% | -11.7% | -21.0% | XGB | -8.0% |
| KO | daily | +0.4% | -2.1% | -8.6% | -9.9% | XGB | +0.4% |
| KO | weekly | -15.0% | -12.6% | -18.9% | -22.8% | LGBM | -12.6% |
| MU | 3d | -672.2% | -611.7% | -871.1% | -760.6% | LGBM | -611.7% |
| MU | daily | -177.9% | -73.9% | +9.8% | -420.3% | ENS | +9.8% |
| MU | weekly | -864.4% | -849.8% | -971.9% | -929.8% | LGBM | -849.8% |
| NFLX | 3d | +10.3% | -0.3% | -189.4% | -55.5% | XGB | +10.3% |
| NFLX | daily | +153.9% | +161.0% | +185.5% | +155.8% | ENS | +185.5% |
| NFLX | weekly | -48.7% | -67.1% | -213.3% | -75.6% | XGB | -48.7% |
| NVDA | 3d | -573.7% | -595.8% | -837.6% | -736.1% | XGB | -573.7% |
| NVDA | daily | -212.4% | -164.6% | -84.4% | -417.1% | ENS | -84.4% |
| NVDA | weekly | -474.6% | -494.4% | -944.1% | -541.7% | XGB | -474.6% |
| QCOM | 3d | +79.5% | +96.3% | +74.4% | +28.3% | LGBM | +96.3% |
| QCOM | daily | +183.5% | +208.1% | +253.3% | +197.9% | ENS | +253.3% |
| QCOM | weekly | +37.8% | +50.3% | +65.2% | +15.1% | ENS | +65.2% |
| QQQ | 3d | -54.9% | -48.7% | -58.9% | -59.0% | LGBM | -48.7% |
| QQQ | daily | +23.4% | +28.7% | +24.2% | +17.4% | LGBM | +28.7% |
| QQQ | weekly | -67.2% | -62.7% | -98.1% | -71.5% | LGBM | -62.7% |
| WDC | 3d | -969.1% | -976.7% | -842.8% | -1086.6% | ENS | -842.8% |
| WDC | daily | -567.6% | -532.9% | -412.0% | -702.0% | ENS | -412.0% |
| WDC | weekly | -1124.2% | -1133.4% | -746.8% | -1174.8% | ENS | -746.8% |
| WMT | 3d | -122.1% | -121.6% | -82.3% | -126.0% | ENS | -82.3% |
| WMT | daily | -80.2% | -76.5% | -55.4% | -99.1% | ENS | -55.4% |
| WMT | weekly | -110.8% | -109.0% | -139.3% | -120.3% | LGBM | -109.0% |