├── Advanced Learning Algorithms ├── ALA_certificate.jpg ├── Assignment_1 │ ├── C2_W1_Assignment.ipynb │ ├── autils.py │ ├── data │ │ ├── X.npy │ │ └── y.npy │ ├── images │ │ ├── C2_W1_Assign1.PNG │ │ ├── C2_W1_Assign1_BroadcastIndexes.PNG │ │ ├── C2_W1_Assign1_BroadcastMatrix.PNG │ │ ├── C2_W1_Assign1_Broadcasting.gif │ │ ├── C2_W1_Assign1_VectorAdd.PNG │ │ ├── C2_W1_CoffeeRoasting.png │ │ ├── C2_W1_L3_Lab01_3Neurons.PNG │ │ ├── C2_W1_MatrixMatrix.PNG │ │ ├── C2_W1_NeuronsAndLayers.png │ │ ├── C2_W1_RoastingDecision.PNG │ │ ├── C2_W1_RoastingNetwork.PNG │ │ ├── C2_W1_VectorMatrix.PNG │ │ ├── C2_W1_dense.PNG │ │ └── C2_W1_dense2.PNG │ ├── public_tests.py │ └── utils.py ├── Assignment_2 │ ├── C2_W2_Assignment.ipynb │ ├── autils.py │ ├── data │ │ ├── X.npy │ │ └── y.npy │ ├── deeplearning.mplstyle │ ├── images │ │ ├── C2_W2_Assigment_NN.png │ │ ├── C2_W2_BinaryVsMultiClass.png │ │ ├── C2_W2_NNSoftmax.PNG │ │ ├── C2_W2_ReLu.png │ │ ├── C2_W2_SoftMaxCost.png │ │ ├── C2_W2_SoftMaxNN.png │ │ ├── C2_W2_Softmax.png │ │ ├── C2_W2_SoftmaxReg_NN.png │ │ └── C2_W2_smallnetwork.png │ ├── lab_utils_common.py │ ├── lab_utils_softmax.py │ ├── logs │ │ └── train │ │ │ ├── events.out.tfevents.1645828646.ed92f2b0de47.31.186.v2 │ │ │ ├── events.out.tfevents.1645828646.ed92f2b0de47.profile-empty │ │ │ ├── events.out.tfevents.1647805546.30f1e0ee4ffd.31.186.v2 │ │ │ └── plugins │ │ │ └── profile │ │ │ ├── 2022-02-25_22-37-26 │ │ │ └── local.trace │ │ │ └── 2022-03-20_19-45-46 │ │ │ └── local.trace │ └── public_tests.py ├── Assignment_3 │ ├── C2_W3_Assignment.ipynb │ ├── assigment_utils.py │ ├── deeplearning.mplstyle │ ├── images │ │ ├── C2_W3_BiasVarianceDegree.png │ │ ├── C2_W3_Compute_Cost_linear.png │ │ ├── C2_W3_TrainingVsNew.png │ │ ├── C2_W3_TrainingVsNew_Slide.png │ │ ├── C2_W4_degree.png │ │ └── C2_W4_justright.PNG │ ├── public_tests_a1.py │ └── utils.py ├── Assignment_4 │ ├── C2_W4_Decision_Tree_with_Markdown.ipynb │ └── public_tests.py ├── README.md ├── Week_1_Lab │ ├── C2_W1_Lab01_Neurons_and_Layers.ipynb │ ├── C2_W1_Lab02_CoffeeRoasting_TF.ipynb │ ├── C2_W1_Lab03_CoffeeRoasting_Numpy.ipynb │ ├── betaVersions │ │ ├── C2_W1_Lab01_Neurons_and_Layers.ipynb │ │ ├── C2_W1_Lab02_CoffeeRoasting_TF.ipynb │ │ ├── C2_W1_Lab03_CoffeeRoasting_Numpy.ipynb │ │ ├── deeplearning.mplstyle │ │ ├── images │ │ │ ├── C2_W1_CoffeeRoasting.png │ │ │ ├── C2_W1_L3_Lab01_3Neurons.PNG │ │ │ ├── C2_W1_MatrixMatrix.PNG │ │ │ ├── C2_W1_NeuronsAndLayers.png │ │ │ ├── C2_W1_RoastingDecision.PNG │ │ │ ├── C2_W1_RoastingNetwork.PNG │ │ │ ├── C2_W1_VectorMatrix.PNG │ │ │ ├── C2_W1_dense.PNG │ │ │ └── C2_W1_dense2.PNG │ │ ├── lab_coffee_utils.py │ │ ├── lab_neurons_utils.py │ │ └── lab_utils_common.py │ ├── deeplearning.mplstyle │ ├── images │ │ ├── C2_W1_CoffeeRoasting.png │ │ ├── C2_W1_L3_Lab01_3Neurons.PNG │ │ ├── C2_W1_MatrixMatrix.PNG │ │ ├── C2_W1_NeuronsAndLayers.png │ │ ├── C2_W1_RoastingDecision.PNG │ │ ├── C2_W1_RoastingNetwork.PNG │ │ ├── C2_W1_VectorMatrix.PNG │ │ ├── C2_W1_dense.PNG │ │ └── C2_W1_dense2.PNG │ ├── lab_coffee_utils.py │ ├── lab_neurons_utils.py │ └── lab_utils_common.py └── Week_2_Lab │ ├── C2_W2_Multiclass_TF.ipynb │ ├── C2_W2_Relu.ipynb │ ├── C2_W2_SoftMax.ipynb │ ├── autils.py │ ├── betaversion │ ├── C2_W2_Multiclass_TF.ipynb │ ├── C2_W2_Relu.ipynb │ ├── C2_W2_SoftMax-Copy1.ipynb │ ├── C2_W2_SoftMax.ipynb │ ├── autils.py │ ├── deeplearning.mplstyle │ ├── images │ │ ├── C2_W2_NNSoftmax.PNG │ │ ├── C2_W2_ReLU_Graph.png │ │ ├── C2_W2_ReLU_Network.png │ │ ├── C2_W2_ReLU_Plot.png │ │ ├── C2_W2_ReLu.png │ │ ├── C2_W2_SoftMaxCost.png │ │ ├── C2_W2_SoftMaxNN.png │ │ ├── C2_W2_Softmax.png │ │ ├── C2_W2_SoftmaxReg_NN.png │ │ ├── C2_W2_Softmax_Header.PNG │ │ ├── C2_W2_mclass_header.png │ │ ├── C2_W2_mclass_lab_network.PNG │ │ ├── C2_W2_mclass_layer1.png │ │ ├── C2_W2_mclass_layer2.png │ │ ├── C2_W2_mclass_relu.png │ │ ├── C2_W2_smallnetwork.png │ │ └── C2_W2_softmax_accurate.png │ ├── lab_utils_common.py │ ├── lab_utils_multiclass.py │ ├── lab_utils_multiclass_TF.py │ ├── lab_utils_relu.py │ └── lab_utils_softmax.py │ ├── deeplearning.mplstyle │ ├── images │ ├── C2_W2_Assigment_NN.png │ ├── C2_W2_BinaryVsMultiClass.png │ ├── C2_W2_GradDesc.png │ ├── C2_W2_NNSoftmax.PNG │ ├── C2_W2_ReLU_Graph.png │ ├── C2_W2_ReLU_Network.png │ ├── C2_W2_ReLU_Plot.png │ ├── C2_W2_ReLu.png │ ├── C2_W2_SoftMaxCost.png │ ├── C2_W2_SoftMaxNN.png │ ├── C2_W2_Softmax.png │ ├── C2_W2_SoftmaxReg_NN.png │ ├── C2_W2_Softmax_Header.PNG │ ├── C2_W2_mclass_header.png │ ├── C2_W2_mclass_lab_network.PNG │ ├── C2_W2_mclass_layer1.png │ ├── C2_W2_mclass_layer2.png │ ├── C2_W2_mclass_relu.png │ ├── C2_W2_smallnetwork.png │ └── C2_W2_softmax_accurate.png │ └── lab_utils_common.py ├── README.md └── Supervised Machine Learning Regression and Classification ├── Assignment_1 ├── C1_W2_Linear_Regression.ipynb ├── __pycache__ │ ├── public_tests.cpython-37.pyc │ ├── public_tests.cpython-37_2022_06_24_09_22_20.pyc │ ├── utils.cpython-37.pyc │ └── utils.cpython-37_2022_06_24_09_22_20.pyc ├── data │ ├── ex1data1.txt │ └── ex1data2.txt ├── public_tests.py └── utils.py ├── Assignment_2 ├── C1_W3_Logistic_Regression.ipynb ├── __pycache__ │ ├── hidden_tests.cpython-37.pyc │ ├── hidden_tests.cpython-39.pyc │ ├── public_tests.cpython-37.pyc │ ├── solutions.cpython-37.pyc │ ├── solutions.cpython-39.pyc │ ├── test_utils.cpython-37.pyc │ ├── test_utils.cpython-39.pyc │ ├── utils.cpython-37.pyc │ └── utils.cpython-39.pyc ├── data │ ├── ex2data1.txt │ └── ex2data2.txt ├── images │ ├── figure 1.png │ ├── figure 2.png │ ├── figure 3.png │ ├── figure 4.png │ ├── figure 5.png │ └── figure 6.png ├── public_tests.py ├── solutions.py ├── testCasesEx2.mat ├── test_utils.py └── utils.py ├── README.md ├── SMRC_Certificate.jpg ├── Week_1_Lab ├── C1_W1_Lab01_Python_Jupyter_Soln.ipynb ├── C1_W1_Lab02_Course_Preview_Soln.ipynb ├── C1_W1_Lab03_Model_Representation_Soln.ipynb ├── C1_W1_Lab04_Cost_function_Soln.ipynb ├── C1_W1_Lab05_Gradient_Descent_Soln.ipynb ├── __pycache__ │ ├── lab_utils_common.cpython-37.pyc │ └── lab_utils_uni.cpython-37.pyc ├── betaversion │ ├── C1_W1_Lab01_Python_Jupyter_Soln.ipynb │ ├── C1_W1_Lab02_Course_Preview_Soln.ipynb │ ├── C1_W1_Lab03_Model_Representation_Soln.ipynb │ ├── C1_W1_Lab04_Cost_function_Soln.ipynb │ ├── C1_W1_Lab05_Gradient_Descent_Soln.ipynb │ ├── images │ │ ├── C1W1L1_Markdown.PNG │ │ ├── C1W1L1_Run.PNG │ │ ├── C1W1L1_Tour.PNG │ │ ├── C1_W1_L3_S1_Lecture_b.png │ │ ├── C1_W1_L3_S1_model.png │ │ ├── C1_W1_L3_S1_trainingdata.png │ │ ├── C1_W1_L3_S2_Lecture_b.png │ │ ├── C1_W1_L4_S1_Lecture_GD.png │ │ ├── C1_W1_Lab02_GoalOfRegression.PNG │ │ ├── C1_W1_Lab03_alpha_too_big.PNG │ │ ├── C1_W1_Lab03_lecture_learningrate.PNG │ │ └── C1_W1_Lab03_lecture_slopes.PNG │ ├── lab_utils_common.py │ └── lab_utils_uni.py ├── data.txt ├── deeplearning.mplstyle ├── images │ ├── C1W1L1_Markdown.PNG │ ├── C1W1L1_Run.PNG │ ├── C1W1L1_Tour.PNG │ ├── C1_W1_L3_S1_Lecture_b.png │ ├── C1_W1_L3_S1_model.png │ ├── C1_W1_L3_S1_trainingdata.png │ ├── C1_W1_L3_S2_Lecture_b.png │ ├── C1_W1_L4_S1_Lecture_GD.png │ ├── C1_W1_Lab02_GoalOfRegression.PNG │ ├── C1_W1_Lab03_alpha_too_big.PNG │ ├── C1_W1_Lab03_lecture_learningrate.PNG │ └── C1_W1_Lab03_lecture_slopes.PNG ├── lab_utils_common.py └── lab_utils_uni.py ├── Week_2_Lab ├── C1_W2_Lab01_Python_Numpy_Vectorization_Soln.ipynb ├── C1_W2_Lab02_Multiple_Variable_Soln.ipynb ├── C1_W2_Lab03_Feature_Scaling_and_Learning_Rate_Soln.ipynb ├── C1_W2_Lab04_FeatEng_PolyReg_Soln.ipynb ├── C1_W2_Lab05_Sklearn_GD_Soln.ipynb ├── C1_W2_Lab06_Sklearn_Normal_Soln.ipynb ├── __pycache__ │ ├── lab_utils_common.cpython-37.pyc │ ├── lab_utils_multi.cpython-37.pyc │ └── lab_utils_uni.cpython-37.pyc ├── data │ └── houses.txt ├── deeplearning.mplstyle ├── images │ ├── C1_W2_L1_S1_Lecture_b.png │ ├── C1_W2_L1_S1_model.png │ ├── C1_W2_L1_S1_trainingdata.png │ ├── C1_W2_L1_S2_Lectureb.png │ ├── C1_W2_L2_S1_Lecture_GD.png │ ├── C1_W2_Lab02_GoalOfRegression.PNG │ ├── C1_W2_Lab03_alpha_to_big.PNG │ ├── C1_W2_Lab03_lecture_learningrate.PNG │ ├── C1_W2_Lab03_lecture_slopes.PNG │ ├── C1_W2_Lab04_Figures And animations.pptx │ ├── C1_W2_Lab04_Matrices.PNG │ ├── C1_W2_Lab04_Vectors.PNG │ ├── C1_W2_Lab04_dot_notrans.gif │ ├── C1_W2_Lab06_LongRun.PNG │ ├── C1_W2_Lab06_ShortRun.PNG │ ├── C1_W2_Lab06_contours.PNG │ ├── C1_W2_Lab06_featurescalingheader.PNG │ ├── C1_W2_Lab06_learningrate.PNG │ ├── C1_W2_Lab06_scale.PNG │ └── C1_W2_Lab07_FeatureEngLecture.PNG ├── lab_utils_common.py └── lab_utils_multi.py └── Weel_3_Lab ├── C1_W3_Lab01_Classification_Soln.ipynb ├── C1_W3_Lab02_Sigmoid_function_Soln.ipynb ├── C1_W3_Lab03_Decision_Boundary_Soln.ipynb ├── C1_W3_Lab04_LogisticLoss_Soln.ipynb ├── C1_W3_Lab05_Cost_Function_Soln.ipynb ├── C1_W3_Lab06_Gradient_Descent_Soln.ipynb ├── C1_W3_Lab07_Scikit_Learn_Soln.ipynb ├── C1_W3_Lab08_Overfitting_Soln.ipynb ├── C1_W3_Lab09_Regularization_Soln.ipynb ├── deeplearning.mplstyle ├── 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