FreeTutorials Us cluster analysis unsupervised machine learning python

FreeTutorials Us cluster analysis unsupervised machine learning python

Name	[FreeTutorials.Us] cluster-analysis-unsupervised-machine-learning-python	DOWNLOAD Copy Link
Total Size	325.9 MB
Total Files	30
Hash	CACC70F834D8E4BA97938E4495EF971193775988

/01 Introduction to Unsupervised Learning/
001 Introduction and Outline.mp4	4.3 MB
002 What is unsupervised learning used for.mp4	7.9 MB
003 Why Use Clustering.mp4	7.0 MB
004 How to Succeed in this Course.mp4	9.2 MB
/02 K-Means Clustering/
005 Visual Walkthrough of the K-Means Clustering Algorithm.mp4	5.1 MB
006 Soft K-Means.mp4	4.4 MB
007 The K-Means Objective Function.mp4	3.2 MB
008 Soft K-Means in Python Code.mp4	31.7 MB
009 Visualizing Each Step of K-Means.mp4	5.5 MB
010 Examples of where K-Means can fail.mp4	17.8 MB
011 Disadvantages of K-Means Clustering.mp4	4.1 MB
012 How to Evaluate a Clustering Purity Davies-Bouldin Index.mp4	11.9 MB
013 Using K-Means on Real Data MNIST.mp4	11.2 MB
014 One Way to Choose K.mp4	9.5 MB
015 K-Means Application Finding Clusters of Related Words.mp4	27.2 MB
/03 Hierarchical Clustering/
016 Visual Walkthrough of Agglomerative Hierarchical Clustering.mp4	4.6 MB
017 Agglomerative Clustering Options.mp4	6.5 MB
018 Using Hierarchical Clustering in Python and Interpreting the Dendrogram.mp4	12.4 MB
/04 Gaussian Mixture Models GMMs/
019 Description of the Gaussian Mixture Model and How to Train a GMM.mp4	5.5 MB
020 Comparison between GMM and K-Means.mp4	3.1 MB
021 Write a Gaussian Mixture Model in Python Code.mp4	31.6 MB
022 Practical Issues with GMM Singular Covariance.mp4	5.2 MB
023 Kernel Density Estimation.mp4	3.9 MB
024 Expectation-Maximization.mp4	3.7 MB
025 Future Unsupervised Learning Algorithms You Will Learn.mp4	2.0 MB
/05 Appendix/
026 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4	46.0 MB
027 How to Code by Yourself part 1.mp4	25.7 MB
028 How to Code by Yourself part 2.mp4	15.5 MB
/
[FreeTutorials.Us].txt	0.1 KB
Freetutorials.Us.url	0.1 KB
Total files 30