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Get Bonus Downloads Here.url 182 B
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/001 Types of Machine Learning.mp4 15.45 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/001 Types of Machine Learning_en.vtt 5.88 KB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/002 Parametric Models.mp4 20.89 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/002 Parametric Models_en.vtt 4.04 KB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/003 Non-parametric Models.mp4 30.1 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/003 Non-parametric Models_en.vtt 4.56 KB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/004 Central Limit Theorem. Gaussian Distribution. ML framework.mp4 84.36 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/004 Central Limit Theorem. Gaussian Distribution. ML framework_en.vtt 11.57 KB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/005 Dimensionality Reducing Principle Component Analysis - Eigen Decomposition.mp4 68.33 MB
~Get Your Files Here !/01 - Advanced Statistics and Machine Learning/005 Dimensionality Reducing Principle Component Analysis - Eigen Decomposition_en.vtt 13.77 KB
~Get Your Files Here !/02 - Training Machine Learning Models/001 Supervised Machine Learning.mp4 38.88 MB
~Get Your Files Here !/02 - Training Machine Learning Models/001 Supervised Machine Learning_en.vtt 10.5 KB
~Get Your Files Here !/02 - Training Machine Learning Models/002 Regression.mp4 13.66 MB
~Get Your Files Here !/02 - Training Machine Learning Models/002 Regression_en.vtt 4.04 KB
~Get Your Files Here !/02 - Training Machine Learning Models/003 Classification.mp4 17.93 MB
~Get Your Files Here !/02 - Training Machine Learning Models/003 Classification_en.vtt 5.1 KB
~Get Your Files Here !/02 - Training Machine Learning Models/004 Linear Regression.mp4 37.06 MB
~Get Your Files Here !/02 - Training Machine Learning Models/004 Linear Regression_en.vtt 5.33 KB
~Get Your Files Here !/02 - Training Machine Learning Models/005 Gradient Descent.mp4 40.26 MB
~Get Your Files Here !/02 - Training Machine Learning Models/005 Gradient Descent_en.vtt 6.33 KB
~Get Your Files Here !/02 - Training Machine Learning Models/006 Tips for Gradient Descent.mp4 34.8 MB
~Get Your Files Here !/02 - Training Machine Learning Models/006 Tips for Gradient Descent_en.vtt 6.73 KB
~Get Your Files Here !/02 - Training Machine Learning Models/007 Normal Equations.mp4 19.47 MB
~Get Your Files Here !/02 - Training Machine Learning Models/007 Normal Equations_en.vtt 4.68 KB
~Get Your Files Here !/02 - Training Machine Learning Models/008 Non-parametric method - Locally Weighted Linear Regression.mp4 24.3 MB
~Get Your Files Here !/02 - Training Machine Learning Models/008 Non-parametric method - Locally Weighted Linear Regression_en.vtt 4.58 KB
~Get Your Files Here !/02 - Training Machine Learning Models/009 Ridge Regression.mp4 13.41 MB
~Get Your Files Here !/02 - Training Machine Learning Models/009 Ridge Regression_en.vtt 3.4 KB
~Get Your Files Here !/02 - Training Machine Learning Models/010 Lasso Regression.mp4 4.93 MB
~Get Your Files Here !/02 - Training Machine Learning Models/010 Lasso Regression_en.vtt 1.85 KB
~Get Your Files Here !/02 - Training Machine Learning Models/011 Classification Models in sklearn.mp4 22.86 MB
~Get Your Files Here !/02 - Training Machine Learning Models/011 Classification Models in sklearn_en.vtt 3.56 KB
~Get Your Files Here !/02 - Training Machine Learning Models/012 Classification Model - Logistic Regression.mp4 24.8 MB
~Get Your Files Here !/02 - Training Machine Learning Models/012 Classification Model - Logistic Regression_en.vtt 5.62 KB
~Get Your Files Here !/02 - Training Machine Learning Models/013 Mapping non-linear functions using linear techniques.mp4 28.26 MB
~Get Your Files Here !/02 - Training Machine Learning Models/013 Mapping non-linear functions using linear techniques_en.vtt 5.46 KB
~Get Your Files Here !/02 - Training Machine Learning Models/014 Overfitting and Regularization.mp4 22.04 MB
~Get Your Files Here !/02 - Training Machine Learning Models/014 Overfitting and Regularization_en.vtt 4.26 KB
~Get Your Files Here !/02 - Training Machine Learning Models/015 Support Vector Machines.mp4 31.91 MB
~Get Your Files Here !/02 - Training Machine Learning Models/015 Support Vector Machines_en.vtt 7.52 KB
~Get Your Files Here !/02 - Training Machine Learning Models/016 Decision Trees.mp4 73.44 MB
~Get Your Files Here !/02 - Training Machine Learning Models/016 Decision Trees_en.vtt 16.02 KB
~Get Your Files Here !/03 - Neural Networks/001 Neural Networks Forward Propagation Backward Propagation GDstochasticMinibatch.mp4 84.02 MB
~Get Your Files Here !/03 - Neural Networks/001 Neural Networks Forward Propagation Backward Propagation GDstochasticMinibatch_en.vtt 16.71 KB
~Get Your Files Here !/03 - Neural Networks/002 Tuning Hyperparameters in Neural Network.mp4 28.26 MB
~Get Your Files Here !/03 - Neural Networks/002 Tuning Hyperparameters in Neural Network_en.vtt 6.15 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/001 Deep Learning - Requirements.mp4 45.8 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/001 Deep Learning - Requirements_en.vtt 6.42 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/002 Common Tricks for building a Deep NN & Improving accuracy performance.mp4 48.6 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/002 Common Tricks for building a Deep NN & Improving accuracy performance_en.vtt 7.79 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/003 Overfitting - Regularization - Dropout.mp4 28.44 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/003 Overfitting - Regularization - Dropout_en.vtt 6.09 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/004 Batch Normalization.mp4 21.82 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/004 Batch Normalization_en.vtt 3.83 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/005 Is it possible for deeper networks to be faster than shallow networks ResNet.mp4 36.13 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/005 Is it possible for deeper networks to be faster than shallow networks ResNet_en.vtt 8.59 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/006 Convolutional Neural Networks.mp4 82.53 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/006 Convolutional Neural Networks_en.vtt 16.34 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/007 Maximum Pooling Layers.mp4 32 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/007 Maximum Pooling Layers_en.vtt 5.53 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/008 Recurrent Neural Networks.mp4 32.88 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/008 Recurrent Neural Networks_en.vtt 6.2 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/009 LSTM Units.mp4 31.22 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/009 LSTM Units_en.vtt 5.86 KB
~Get Your Files Here !/04 - Training Deep Neural Networks/010 GRU Units.mp4 17.77 MB
~Get Your Files Here !/04 - Training Deep Neural Networks/010 GRU Units_en.vtt 4.25 KB
~Get Your Files Here !/05 - Unsupervised Learning/001 Clustering.mp4 43.68 MB
~Get Your Files Here !/05 - Unsupervised Learning/001 Clustering_en.vtt 9.86 KB
~Get Your Files Here !/06 - Implementation and Case Studies/001 Getting started with Python and Machine Learning.mp4 46.8 MB
~Get Your Files Here !/06 - Implementation and Case Studies/001 Getting started with Python and Machine Learning_en.vtt 13.49 KB
~Get Your Files Here !/06 - Implementation and Case Studies/002 Case Study - Digits Classification.mp4 133.91 MB
~Get Your Files Here !/06 - Implementation and Case Studies/002 Case Study - Digits Classification_en.vtt 13.76 KB
~Get Your Files Here !/06 - Implementation and Case Studies/003 Case Study - Load Forecasting.mp4 187.73 MB
~Get Your Files Here !/06 - Implementation and Case Studies/003 Case Study - Load Forecasting_en.vtt 17.49 KB
~Get Your Files Here !/Bonus Resources.txt 386 B
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