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Master-Thesis

All Code of my Master Thesis about Machine Learning and Deep Learning

Name		Name	Last commit message	Last commit date
Latest commit History 87 Commits
01_Plot_activation_function_of_NN.ipynb		01_Plot_activation_function_of_NN.ipynb
02_0_Compare_Loss_Function_FashionMnist.ipynb		02_0_Compare_Loss_Function_FashionMnist.ipynb
02_1_Compare_Loss_Function_Regression.ipynb		02_1_Compare_Loss_Function_Regression.ipynb
02_2_Compare_Loss_Function_Binary_Classification_Diabetes.ipynb		02_2_Compare_Loss_Function_Binary_Classification_Diabetes.ipynb
03_Normalization.ipynb		03_Normalization.ipynb
04_Weight_Initialization_MNIST_Classificaiton_.ipynb		04_Weight_Initialization_MNIST_Classificaiton_.ipynb
05_Weight_Initialization_Regression.ipynb		05_Weight_Initialization_Regression.ipynb
06_Underfitting_and_Overfitting.ipynb		06_Underfitting_and_Overfitting.ipynb
07_2_Compare_L2_Regularization_Binary_Classification_Diabetes.ipynb		07_2_Compare_L2_Regularization_Binary_Classification_Diabetes.ipynb
07_L2_Regularization_Classification_Cars.ipynb		07_L2_Regularization_Classification_Cars.ipynb
08_1_Regularization_Regression.ipynb		08_1_Regularization_Regression.ipynb
08_Dropout_Classification.ipynb		08_Dropout_Classification.ipynb
08_Dropout_Classification_Fashion_MNIST.ipynb		08_Dropout_Classification_Fashion_MNIST.ipynb
09_Advanced_Optimization_Algorithms_FashionMnist.ipynb		09_Advanced_Optimization_Algorithms_FashionMnist.ipynb
0_Compare_Perfomance_ML_Algorihtms.ipynb		0_Compare_Perfomance_ML_Algorihtms.ipynb
10_Advanced_Optimization_Algorithms_Regression.ipynb		10_Advanced_Optimization_Algorithms_Regression.ipynb
11_Batch_Normalization_FashionMnist.ipynb		11_Batch_Normalization_FashionMnist.ipynb
12_Activation_Function_Classification_Diabetes_datasets.ipynb		12_Activation_Function_Classification_Diabetes_datasets.ipynb
13_Activation_Functions_Classification_FashionMNIST.ipynb		13_Activation_Functions_Classification_FashionMNIST.ipynb
14_Activation_Functions_Regression_Complex_data.ipynb		14_Activation_Functions_Regression_Complex_data.ipynb
15_Hyperparameter_Optimization_Results.ipynb		15_Hyperparameter_Optimization_Results.ipynb
16_Hyperparameter_Optimization_Classification_GridSearch.ipynb		16_Hyperparameter_Optimization_Classification_GridSearch.ipynb
17_Hyperparameter_Optimization_Classification_RandomSearch.ipynb		17_Hyperparameter_Optimization_Classification_RandomSearch.ipynb
18_Gaussian_Process_Hyper_Opt_Classification_Car.ipynb		18_Gaussian_Process_Hyper_Opt_Classification_Car.ipynb
19_Hyperparamete_Optimization_TPE_Classification_Car.ipynb		19_Hyperparamete_Optimization_TPE_Classification_Car.ipynb
20_Auto_Machine_Learning_Using_TPOT_Classification_CARS.ipynb		20_Auto_Machine_Learning_Using_TPOT_Classification_CARS.ipynb
21_AUTO_ML_TOPO_Elogonation_Classification.ipynb		21_AUTO_ML_TOPO_Elogonation_Classification.ipynb
22_AUTO_ML_TOPO_Elogonation_Regression.ipynb		22_AUTO_ML_TOPO_Elogonation_Regression.ipynb
23_AUTOML_TPOP_Regression_Mid.ipynb		23_AUTOML_TPOP_Regression_Mid.ipynb
24_SHAP_Elogonation_Classification.ipynb		24_SHAP_Elogonation_Classification.ipynb
25_SHAP_Car_Classification.ipynb		25_SHAP_Car_Classification.ipynb
26_SHAP_Diabetes_Classification.ipynb		26_SHAP_Diabetes_Classification.ipynb
Cars.xls		Cars.xls
Diabetes.csv		Diabetes.csv
FFS_01433.csv		FFS_01433.csv
README.md		README.md
Regression_mid.csv		Regression_mid.csv
Underfitting_and_Overfitting.ipynb		Underfitting_and_Overfitting.ipynb
Using_Matplotlib_Effectively.ipynb		Using_Matplotlib_Effectively.ipynb
car.csv		car.csv

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