In Jupytr Notebook

Use the Multi-layer Perceptron algorithm (ANN), and the Data_Glioblastoma5Patients_SC.csv database to evaluate the classification performance with:

a) Parameter optimization.

b) Apply techniques to solve the class imbalance problem present in the database.

Discuss the results obtained (different metrics).

CSV FILE IN THE IMAGE BELOW:

A2M AARSD1 4.309767338 4.235937365 -5.82024129 -6.041791592 -3.699170636 2.140172715 -6.041791592 3.721093766 2.389634828 -5.82024129 -6.041791592 2.303001135 -3.214234878 4.966965806 -3.801469652 -3.889900298 -3.985615979 2.651558288 2.170747606 -2.550822179 -3.801469652 -3.889900298 -3.158707532 2.358991729 -6.041791592 -0.056091646 -3.801469652 -3.889900298 1.733124665 -5.82024129 -6.041791592 -0.576957191 -3.801469652 -3.889900298 -1.665668727 3.514270734 -6.041791592 -3.699170636 -3.801469652 3.742495039 -2.166991674 -5.82024129 2.094729332 4.02187279 -1.987699815 -3.889900298 4.691156123 -4.006471452 -3.449347791 -3.801469652 469652 -3.889900298 2.656469283 2.207607644 -6.041791592 -3.801469652 -3.889900298 -1.91475864 2.417819905 3.162903613 -3.699170636 -3.801469652 -3.889900298 0.483560269 -3.801469652 4.316243168 1.828662879 -3.801469652 -2.753998298 -2.49591156 -3.801469652 3.036323518 -2.039693467 -3.801469652 4.724142514 1.203835887 3.311156622 0.185847299 3.298031921 -3.801469652 4.474836184 -0.946678156 -3.75306548 -6.041791592 -3.699170636 -3.801469652 0.054066049 -0.64802276 1.978155312 3.292914138 -3.699170636 -3.801469652 3.864296928 -0.298787686 2.320942586 3.257556524 -3.699170636 -3.801469652 -3.889900298 -3.985615979 -5.82024129 -6.041791592 0.400683657 -3.801469652 2.630250639 2.534534958 -5.82024129 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -3.985615979 2.52878223 3.211221043 -2.428143224 -3.801469652 -3.889900298 0.45434241 3.465626263 -6.041791592 -3.699170636 -1.233504245 -3.889900298 -1.880301194 -2.899382494 -6.041791592 -3.801469652 -2.376071272 -3.031707787 -3.105004958 2.149712401 -3.699170636 -3.801469652 -3.889900298 -3.985615979 2.174580554 728279324 4.5824303 -3.801469652 5.713743161 3.6114533 -2.0878535 -5.82024129 3.724248717 -3.699170636 -3.801469652 -3.889900298 -0.644717147 2.867165024 -6.041791592 3.231075353 -3.801469652 -3.889900298 -3.169895184 -5.82024129 -6.041791592 4.948344103 -3.801469652 3.416642545 4.736540219 2.183231808 2.416221755 -3.699170636 -3.801469652 2.949789458 0.533024829 -5.82024129 -6.041791592 -3.699170636 -3.801469652 4.29311929 -0.176048412 -2.717414875 -2.671240634 -3.699170636 -3.801469652 -3.889900298 4.287166179 2.215539703 0.227695025 -3.699170636 -3.801469652 1.32609434 1.476744232 3.753737137 1.861372832 4.96996099 -3.801469652 4.137179722 2.95084108 2.135734614 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -1.470459582 1.334555429 3.061077223 -3.699170636 -3.801469652 -3.889900298 4.290352546 -1.56313992 -2.711146951 -0.368525995 -3.801469652 -3.889900298 2.610334693 2.728170638 -1.599240272 -0.191750931 -3.801469652 -3.889900298 -1.731987086 -4.685069478 -6.041791592 3.786824713 -3.801469652 -3.889900298 -0.710641386 2.634721921 3.741767516 -3.699170636 -3.801469652 3.005502104 0.521011769 1.780934002 -4.160943727 3.566923626 -3.801469652 4.082877525 3.180896608 -5.82024129 -6.041791592 1.063276407 -3.801469652 0.19218239 2.536675115 3.349808982 0.088709461 -3.699170636 -3.801469652 -3.889900298 1.577905899 -5.82024129 3.964675958 -1.117011202 -3.801469652 3.937790315 0.607884365 -5.82024129 4.294178532 -3.699170636 -3.801469652 -3.889900298 -1.418758793 2.524506519 -6.041791592 -3.699170636 -0.286322412 -3.889900298 -0.751560067 -3.449170945 -6.041791592 -3.699170636 -3.801469652 5.062492268 4.692883147 1.913636703 2.850603905 1.985843435 3.476300117 1.7114861 -6.041791592 2.191409077 -6.041791592 4.515277385 -3.801469652 3.707281494 2.461354626 -3.801469652 -0.754008898 1.035521467 -3.801469652 5.289125414 1.910628518 2.361271207 -6.041791592 -0.04692516 -3.801469652 -1.743145043 -3.985615979 -5.82024129 -6.041791592 -3.699170636 -3.801469652 -3.889900298 -0.405705543 -1.382243326 -6.041791592 -3.699170636 -3.801469652 -3.889900298 2.985228454 1.655429691 1.540215521 -3.699170636 -3.801469652 -3.889900298 -1.645866048 -5.82024129 -6.041791592 -3.699170636 AAAS data-glioblastoma5patients-sc-1 AAK1 AAMP Page 1 AARS