├── Deep_Learning_Specialization ├── Course_1_Neural_Networks_and_Deep_Learning │ ├── Week1 │ │ ├── DL_C1_week1_quiz_Introduction_to_deep_learning.png │ │ └── README.md │ ├── Week2 │ │ ├── DL_C1_week2_1_Python_Basics_With_Numpy_v3a.ipynb │ │ ├── DL_C1_week2_2_Logistic_Regression_with_a_Neural_Network_mindset_v6a.ipynb │ │ ├── DL_C1_week2_quiz_Neural_Network_Basics.png │ │ └── README.md │ ├── Week3 │ │ ├── DL_C1_week3_Planar_data_classification_with_onehidden_layer_v6c.ipynb │ │ ├── DL_C1_week3_quiz_Shallow_Neural_Networks.png │ │ └── README.md │ └── Week4 │ │ ├── DL_C1_week4_1_Building_your_Deep_Neural_Network_Step_by_Step_v8a.ipynb │ │ ├── DL_C1_week4_2_Deep+Neural+Network+-+Application+v8.ipynb │ │ ├── DL_C1_week4_quiz_Key_concepts_on_Deep_Neural_Networks.png │ │ └── README.md ├── Course_2_Improving_Deep_Neural_Networks_Hyperparameter_Tuning_Regularization_and_Optimization │ ├── Week1 │ │ ├── DL_C2_week1_1_Initialization.ipynb │ │ ├── DL_C2_week1_2_Regularization.ipynb │ │ ├── DL_C2_week1_3_Gradient_Checking.ipynb │ │ └── DL_C2_week1_quiz_Practical_aspects_of_Deep_Learning.png │ ├── Week2 │ │ ├── DL_C2_week2_Optimization_methods.ipynb │ │ └── DL_C2_week2_quiz_Optimization_Algorithms.png │ └── Week3 │ │ ├── DL_C2_week3_Tensorflow_introduction.ipynb │ │ └── DL_C2_week3_quiz_Hyperparameter_tuning_Batch_Normalization_Programming_Frameworks.png ├── Course_3_Structuring_Machine_Learning_Projects │ ├── Week1 │ │ └── DL_C3_week1_quiz_Bird_Recognition_in_the_City_of_Peacetopia_(Case_Study).png │ └── Week2 │ │ └── DL_C3_week1_quiz_Autonomous_Driving_(Case_Study).png └── Course_4_Convolutional_Neural_Networks │ ├── Week1 │ ├── DL_C4_week1_1_Convolution_model_Step_by_Step.ipynb │ ├── DL_C4_week1_2_Convolution_Model_Application.ipynb │ └── DL_C4_week1_quiz_The_Basics_of_ConvNets.png │ ├── Week2 │ ├── DL_C4_week2_1_Residual_Networks.ipynb │ ├── DL_C4_week2_2_Transfer_learning_with_MobileNet_v1.ipynb │ └── DL_C4_week2_quiz_Deep_Convolutional_Models.png │ ├── Week3 │ ├── DL_C4_week3_1_Car_detection_with_YOLO.ipynb │ ├── DL_C4_week3_2_Image_Segmentation_with_U-Net_v2.ipynb │ └── DL_C4_week3_quiz_Detection_Algorithms.png │ └── Week4 │ ├── DL_C4_week4_1_Face_Recognition.ipynb │ ├── DL_C4_week4_2_Art_Generation_with_Neural_Style_Transfer.ipynb │ ├── DL_C4_week4_quiz_Face_Recognition&Neural_Style_Transfer.png │ └── DL_C4_week4_ref.png ├── LICENSE ├── Practical_Time_Series_Analysis ├── Week1 │ ├── PTSA_week1_Introduction to R - Download and Install for Windows.pdf │ ├── PTSA_week1_Introduction to R - Getting Started with Packages in R.pdf │ ├── PTSA_week1_Introduction to R - Reviewing Basic Statistics.pdf │ ├── PTSA_week1_Measuring Linear Association with the Correlation Function.pdf │ ├── PTSA_week1_quiz_Basic_Statistics_Review.png │ └── PTSA_week1_quiz_Visualization.png ├── Week2 │ ├── PTSA_week2_Introduction_to_Time_Series.pdf │ ├── PTSA_week2_Introduction_to_Time_Series2.pdf │ ├── PTSA_week2_quiz_Noise_Versus_Signal.png │ ├── PTSA_week2_quiz_Random_Walk_vs_Purely_Random_Process.png │ └── PTSA_week2_quiz_Time_plots_Stationarity_ACV_ACF_Random_Walk_and_MA_processes.png ├── Week3 │ ├── PTSA_week3_Autoregressive_Processes_Backshift_Operator_and_the_ACF.pdf │ ├── PTSA_week3_Autoregressive_Processes_Definition_and_First_Examples.pdf │ ├── PTSA_week3_Series_and_series.pdf │ ├── PTSA_week3_Series_and_series2.pdf │ ├── PTSA_week3_Stationarity_ACF_of_a_Moving_Average.pdf │ ├── PTSA_week3_Stationarity_Intuition_and_Definition.pdf │ ├── PTSA_week3_Stationarity_White_Noise_Random_Walks_and_Moving_Averages.pdf │ ├── PTSA_week3_Yule_Walker_equations.pdf │ ├── PTSA_week3_quiz_AR(p)_and_the_ACF.png │ ├── PTSA_week3_quiz_Difference_equations_and_Yule-Walker_equations.png │ ├── PTSA_week3_quiz_Series_Backward_Shift_Operator_Invertibility_and_Duality.png │ └── PTSA_week3_quiz_Stationarity.png ├── Week4 │ ├── PTSA_week4_Partial_Autocorrelation_and_the_PACF_First_Examples.pdf │ ├── PTSA_week4_Yule-Walker_Equations_in_matrix_form.pdf │ ├── PTSA_week4_Yule-Walker_Equations_in_matrix_form2.pdf │ ├── PTSA_week4_quiz_LakeHuron_dataset.png │ ├── PTSA_week4_quiz_Partial_Autocorrelation.png │ └── PTSA_week4_quiz_Yule-Walker_in_matrix_form_and_Yule-Walker_estimation.png ├── Week5 │ ├── PTSA_week5_ARIMA_processes.pdf │ ├── PTSA_week5_ARIMA_processes2.pdf │ ├── PTSA_week5_ARMA_Models_and_a_Little_Theory.pdf │ ├── PTSA_week5_ARMA_Properties_and_Examples.pdf │ ├── PTSA_week5_Akaike_Information_Criterion_and_Model_Quality.pdf │ ├── PTSA_week5_quiz_AIC_and_model_building.png │ ├── PTSA_week5_quiz_ARIMA_and_Q-statistic.png │ ├── PTSA_week5_quiz_ARMA_Processes.png │ └── PTSA_week5_quiz_BJsales_dataset.png └── Week6 │ ├── PTSA_week6_Forecasting Using Holt Winters for Trend and Seasonality (Triple Exponential).pdf │ ├── PTSA_week6_Forecasting_Using_Holt_Winters_for_Trend_(Double_Exponential).pdf │ ├── PTSA_week6_Forecasting_using_Simple_Exponential_Smoothing.pdf │ ├── PTSA_week6_SARIMA_processes.pdf │ ├── PTSA_week6_SARIMA_processes2.pdf │ ├── PTSA_week6_quiz_Forecasting.png │ ├── PTSA_week6_quiz_SARIMA_processes.png │ └── PTSA_week6_quiz_USAccDeaths_dataset.png ├── README.md └── Reinforcement_Learning_Specialization ├── Course_1_Fundamentals_of_Reinforcement_Learning ├── Week1 │ ├── README.md │ ├── RL_C1_week1_Bandits_and_Exploration_and_Exploitation.ipynb │ └── RL_C1_week1_quiz_Sequential_Decision_Making.png ├── Week2 │ ├── README.md │ └── RL_C1_week2_quiz_MDPs.png ├── Week3 │ ├── README.md │ ├── RL_C1_week3_quiz_1_Value_Functions_and_Bellman_Equations.png │ └── RL_C1_week3_quiz_2_Value_Functions_and_Bellman_Equations.png └── Week4 │ ├── README.md │ ├── RL_C1_week4_Optimal_Policies_with_Dynamic_Programming.ipynb │ └── RL_C1_week4_quiz_Dynamic_Programming.png ├── Course_2_Sample-based Learning Methods ├── Week1 │ ├── RL_C2_week1_Blackjack.ipynb │ └── RL_C2_week1_quiz_Monte_Carlo_Methods_for_Prediction_Control.png ├── Week2 │ ├── RL_C2_week1_Policy_Evaluation_with_Temporal_Difference_Learning.ipynb │ └── RL_C2_week1_quiz_Temporal_Difference_Learning_Methods_for_Prediction.png ├── Week3 │ ├── RL_C2_week3_Q-Learning_and_Expected_Sarsa.ipynb │ └── RL_C2_week3_quiz_Temporal_Difference_Learning_Methods_for_Control.png └── Week4 │ ├── RL_C2_week4_Dyna-Q_and_Dyna-Qplus.ipynb │ └── RL_C2_week4_quiz_Planning_Learning_Acting.png └── Course_3_Prediction_and_Control_with_Function_Approximation ├── Week1 ├── RL_C3_week1_Semi-gradient_TD(0)_with_State_Aggregation.ipynb └── RL_C3_week1_quiz_On-policy_Prediction_with_Approximation.png ├── Week2 ├── RL_C3_week2_Semi-gradient_TD_with_a_Neural_Network.ipynb └── RL_C3_week2_quiz_Constructing_Features_for_Prediction.png ├── Week3 ├── RL_C3_week3_Function_Approximation_and_Control.ipynb └── RL_C3_week3_quiz_Control_with_Approximation.png └── Week4 ├── RL_C3_week4_Average_Reward_Softmax_Actor-Critic_using_Tile-coding.ipynb └── RL_C3_week4_quiz_Policy_Gradient_Methods.png 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