Add files via upload

adi271001 · Aug 3, 2024 · 0cd9d75 · 0cd9d75
1 parent 5688f76
commit 0cd9d75
Show file tree

Hide file tree

Showing 29 changed files with 1,761 additions and 0 deletions.
diff --git a/Computer Hardware Analysis/Dataset/CPUData.csv b/Computer Hardware Analysis/Dataset/CPUData.csv
diff --git a/Computer Hardware Analysis/Dataset/GPUData.csv b/Computer Hardware Analysis/Dataset/GPUData.csv
diff --git a/Computer Hardware Analysis/Images/__results___10_0.png b/Computer Hardware Analysis/Images/__results___10_0.png
diff --git a/Computer Hardware Analysis/Images/__results___11_1.png b/Computer Hardware Analysis/Images/__results___11_1.png
diff --git a/Computer Hardware Analysis/Images/__results___12_0.png b/Computer Hardware Analysis/Images/__results___12_0.png
diff --git a/Computer Hardware Analysis/Images/__results___13_0.png b/Computer Hardware Analysis/Images/__results___13_0.png
diff --git a/Computer Hardware Analysis/Images/__results___14_1.png b/Computer Hardware Analysis/Images/__results___14_1.png
diff --git a/Computer Hardware Analysis/Images/__results___15_0.png b/Computer Hardware Analysis/Images/__results___15_0.png
diff --git a/Computer Hardware Analysis/Images/__results___17_0.png b/Computer Hardware Analysis/Images/__results___17_0.png
diff --git a/Computer Hardware Analysis/Images/__results___30_0.png b/Computer Hardware Analysis/Images/__results___30_0.png
diff --git a/Computer Hardware Analysis/Images/__results___31_0.png b/Computer Hardware Analysis/Images/__results___31_0.png
diff --git a/Computer Hardware Analysis/Images/__results___32_0.png b/Computer Hardware Analysis/Images/__results___32_0.png
diff --git a/Computer Hardware Analysis/Images/__results___32_1.png b/Computer Hardware Analysis/Images/__results___32_1.png
diff --git a/Computer Hardware Analysis/Images/__results___32_10.png b/Computer Hardware Analysis/Images/__results___32_10.png
diff --git a/Computer Hardware Analysis/Images/__results___32_2.png b/Computer Hardware Analysis/Images/__results___32_2.png
diff --git a/Computer Hardware Analysis/Images/__results___32_3.png b/Computer Hardware Analysis/Images/__results___32_3.png
diff --git a/Computer Hardware Analysis/Images/__results___32_4.png b/Computer Hardware Analysis/Images/__results___32_4.png
diff --git a/Computer Hardware Analysis/Images/__results___32_5.png b/Computer Hardware Analysis/Images/__results___32_5.png
diff --git a/Computer Hardware Analysis/Images/__results___32_6.png b/Computer Hardware Analysis/Images/__results___32_6.png
diff --git a/Computer Hardware Analysis/Images/__results___32_7.png b/Computer Hardware Analysis/Images/__results___32_7.png
diff --git a/Computer Hardware Analysis/Images/__results___32_8.png b/Computer Hardware Analysis/Images/__results___32_8.png
diff --git a/Computer Hardware Analysis/Images/__results___32_9.png b/Computer Hardware Analysis/Images/__results___32_9.png
diff --git a/Computer Hardware Analysis/Images/__results___5_0.png b/Computer Hardware Analysis/Images/__results___5_0.png
diff --git a/Computer Hardware Analysis/Images/__results___6_0.png b/Computer Hardware Analysis/Images/__results___6_0.png
diff --git a/Computer Hardware Analysis/Images/__results___7_0.png b/Computer Hardware Analysis/Images/__results___7_0.png
diff --git a/Computer Hardware Analysis/Images/__results___8_0.png b/Computer Hardware Analysis/Images/__results___8_0.png
diff --git a/Computer Hardware Analysis/Images/__results___9_0.png b/Computer Hardware Analysis/Images/__results___9_0.png
diff --git a/Computer Hardware Analysis/Models/computer-hardware-analysi.ipynb b/Computer Hardware Analysis/Models/computer-hardware-analysi.ipynb
diff --git a/Computer Hardware Analysis/Results/model_results.csv b/Computer Hardware Analysis/Results/model_results.csv
@@ -0,0 +1,12 @@
+Model,Train RMSE,Test RMSE,Train R2,Test R2
+Linear Regression,17.647381123395498,302016927576.73517,0.9991482567920041,-1.9900446232960662e+17
+Ridge Regression,123.92508660576131,300.16808962390667,0.9579983249054264,0.8034245461894287
+Lasso Regression,134.8963445423951,333.58510662503335,0.9502321921750121,0.7572196406459344
+Decision Tree Regressor,17.64737830640841,309.87481343277966,0.9991482570639254,0.7905054153630061
+Random Forest Regressor,126.92922626266237,338.95991985527183,0.9559372686801817,0.7493331283020898
+Gradient Boosting Regressor,105.99150551123878,307.49701578786687,0.9692751146610664,0.7937081572941895
+XGBoost Regressor,38.35541713874928,328.19233798284796,0.9959765225688201,0.7650058126646463
+CatBoost Regressor,81.89314457208386,330.34568186878647,0.9816581454877237,0.7619119966048983
+Support Vector Regressor,626.4523694262396,696.8481267879035,-0.0733077403050506,-0.059440371600980146
+K-Nearest Neighbors Regressor,290.0148497472672,364.72292201910454,0.7699678065715658,0.7097806522648277
+Extra Trees Regressor,17.64737830640841,358.7695516693132,0.9991482570639254,0.7191778239681932