Mostafa El-Hosseini

machine learning cross-validation gradient descent sigmoid deep neural network neural network activation function binary classification support vector machine cost function تعلم الآلة classifier python aurélien géron hands-on machine learning with scikit-learn spam filter relu logistic regression keras deep learning sentiment analysis linear regression svm decision boundary polynomial kernel kernel underfitting overfitting bias support vector classifier svc hands-on machine learning with scikit-learn and te مصنفات البيانات regression classification breast cancer datascience fpga cloud platf moore’s law google images wake word google device online advertisement transfer learning parallel computing vlsi vhdl pytorch tensorflow cloud computing gpu learning leaky relu hyperbolic tangent function rectified linear unit sign activation function step function heaviside predictors hidden layer threshold logic unit tlu weighted sum logistics online advertisment credit card default circles dataset التعلم العميق sigmoid function backpropagation loss function dense model fit model compile callback early stopping k-fold validation set training set healthcre system image processing recommendation system rotation line translation الشبكات العصبونية perceptron zurada neural networks design hagan regularization andrew ng learning curves computational complexity mean square error error analysis taylor series gaussian similarity measure similarity measure rbf radial basis function kernel bias/variance tradeoff soft margin iris outlier maximum marign classifier feature scale التعليم المراقب false negative false poistive true negative true positive مصفوفات الإرباك confusion matrix performance metrics accuracy stochastic gradient descent binary classifier تصنيف البيانات لغة الآلة multiple regression predictor univariate house price prediction heuristic-based partial fraction surface plot least squares model hypothesis curve fitting slicing indexing diag strada methods ones packages numpy gaussian diabetes prediction pima india joint probability conditional probability continuous feature categorical feature naive bayes roulette wheel selection mutation objective function fitness function individuals population فضاء البحث optimal solution search spaces الاختيار الاستنساخ التهجين الطفرات crossover البيولوجيا التطورية evolutionary computation الخوارزمية الوراثية pipeline custom transformer categorical attribute feature scaling model-based instance-based online batch unsupervised supervised unsupervised learning supervised learning