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FreeTutorials Us data science supervised machine learning in python

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[FreeTutorials.Us] data-science-supervised-machine-learning-in-python

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Total Size

429.2 MB

Total Files

40

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1273BFE33F8D200C4E218F193DD39AB7A14A0032

/01 Introduction and Review/

001 Introduction and Outline.mp4

8.0 MB

002 Review of Important Concepts.mp4

6.3 MB

003 Where to get the Code and Data.mp4

4.0 MB

004 How to Succeed in this Course.mp4

9.2 MB

/02 K-Nearest Neighbor/

005 K-Nearest Neighbor Concepts.mp4

9.0 MB

006 KNN in Code with MNIST.mp4

18.8 MB

007 When KNN Can Fail.mp4

8.1 MB

008 KNN for the XOR Problem.mp4

4.5 MB

009 KNN for the Donut Problem.mp4

5.7 MB

/03 Naive Bayes and Bayes Classifiers/

010 Naive Bayes.mp4

16.5 MB

011 Naive Bayes Handwritten Example.mp4

6.1 MB

012 Naive Bayes in Code with MNIST.mp4

15.1 MB

013 Non-Naive Bayes.mp4

7.7 MB

014 Bayes Classifier in Code with MNIST.mp4

4.7 MB

015 Linear Discriminant Analysis LDA and Quadratic Discriminant Analysis QDA.mp4

10.9 MB

016 Generative vs Discriminative Models.mp4

5.4 MB

/04 Decision Trees/

017 Decision Tree Basics.mp4

8.7 MB

018 Information Entropy.mp4

7.3 MB

019 Maximizing Information Gain.mp4

14.6 MB

020 Choosing the Best Split.mp4

7.0 MB

021 Decision Tree in Code.mp4

31.8 MB

/05 Perceptrons/

022 Perceptron Concepts.mp4

12.8 MB

023 Perceptron in Code.mp4

14.4 MB

024 Perceptron for MNIST and XOR.mp4

9.2 MB

025 Perceptron Loss Function.mp4

7.2 MB

/06 Practical Machine Learning/

026 Hyperparameters and Cross-Validation.mp4

7.8 MB

027 Feature Extraction and Feature Selection.mp4

7.4 MB

028 Comparison to Deep Learning.mp4

9.1 MB

029 Multiclass Classification.mp4

5.9 MB

030 Sci-Kit Learn.mp4

16.6 MB

031 Regression with Sci-Kit Learn is Easy.mp4

11.3 MB

/07 Building a Machine Learning Web Service/

032 Building a Machine Learning Web Service Concepts.mp4

7.6 MB

033 Building a Machine Learning Web Service Code.mp4

12.4 MB

/08 Conclusion/

034 Whats Next Support Vector Machines and Ensemble Methods e.g. Random Forest.mp4

6.6 MB

/09 Appendix/

035 How to install Numpy Scipy Matplotlib and Sci-Kit Learn.mp4

46.0 MB

036 How to Code by Yourself part 1.mp4

25.7 MB

037 How to Code by Yourself part 2.mp4

15.5 MB

038 Where to get Udemy coupons and FREE deep learning material.mp4

4.2 MB

/

[FreeTutorials.Us].txt

0.1 KB

Freetutorials.Us.url

0.1 KB

 

Total files 40


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