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[FreeTutorials.Us] data-science-linear-regression-in-python

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431.25MB

Convert On:

2019-07-10

Keywords:

FreeTutorials Us data science linear regression in python

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File Name

Size

01 Introduction and Outline/quizzes/001 What can linear regression be used for.html

2.53KB

02 1-D Linear Regression Theory and Code/quizzes/002 R-squared.html

2.43KB

03 Multiple linear regression and polynomial regression/quizzes/003 R-squared.html

2.82KB

04 Practical machine learning issues/quizzes/004 One-hot encoding.html

2.93KB

01 Introduction and Outline/001 Introduction and Outline.mp4

6.33MB

01 Introduction and Outline/002 What is machine learning How does linear regression play a role.mp4

8.43MB

01 Introduction and Outline/003 Introduction to Moores Law Problem.mp4

4.41MB

01 Introduction and Outline/004 How to Succeed in this Course.mp4

8.78MB

02 1-D Linear Regression Theory and Code/005 Define the model in 1-D derive the solution Updated Version.mp4

19.34MB

02 1-D Linear Regression Theory and Code/006 Define the model in 1-D derive the solution.mp4

24.66MB

02 1-D Linear Regression Theory and Code/007 Coding the 1-D solution in Python.mp4

14.43MB

02 1-D Linear Regression Theory and Code/008 Determine how good the model is - r-squared.mp4

11.3MB

02 1-D Linear Regression Theory and Code/009 R-squared in code.mp4

4.5MB

02 1-D Linear Regression Theory and Code/010 Demonstrating Moores Law in Code.mp4

17.5MB

03 Multiple linear regression and polynomial regression/011 Define the multi-dimensional problem and derive the solution Updated Version.mp4

14.43MB

03 Multiple linear regression and polynomial regression/012 Define the multi-dimensional problem and derive the solution.mp4

36.07MB

03 Multiple linear regression and polynomial regression/013 How to solve multiple linear regression using only matrices.mp4

3.09MB

03 Multiple linear regression and polynomial regression/014 Coding the multi-dimensional solution in Python.mp4

14.91MB

03 Multiple linear regression and polynomial regression/015 Polynomial regression - extending linear regression with Python code.mp4

16.39MB

03 Multiple linear regression and polynomial regression/016 Predicting Systolic Blood Pressure from Age and Weight.mp4

12.34MB

04 Practical machine learning issues/017 What do all these letters mean.mp4

9.63MB

04 Practical machine learning issues/018 Interpreting the Weights.mp4

6.04MB

04 Practical machine learning issues/019 Generalization error train and test sets.mp4

4.38MB

04 Practical machine learning issues/020 Generalization and Overfitting Demonstration in Code.mp4

17.25MB

04 Practical machine learning issues/021 Categorical inputs.mp4

8.18MB

04 Practical machine learning issues/022 Probabilistic Interpretation of Squared Error.mp4

8.13MB

04 Practical machine learning issues/023 L2 Regularization - Theory.mp4

6.59MB

04 Practical machine learning issues/024 L2 Regularization - Code.mp4

8.08MB

04 Practical machine learning issues/025 The Dummy Variable Trap.mp4

6.07MB

04 Practical machine learning issues/026 Gradient Descent Tutorial.mp4

7.7MB

04 Practical machine learning issues/027 Gradient Descent for Linear Regression.mp4

3.5MB

04 Practical machine learning issues/028 Bypass the Dummy Variable Trap with Gradient Descent.mp4

8.5MB

04 Practical machine learning issues/029 L1 Regularization - Theory.mp4

4.66MB

04 Practical machine learning issues/030 L1 Regularization - Code.mp4

8.26MB

04 Practical machine learning issues/031 L1 vs L2 Regularization.mp4

4.8MB

05 Conclusion and Next Steps/032 Brief overview of advanced linear regression and machine learning topics.mp4

8.13MB

05 Conclusion and Next Steps/033 Exercises practice and how to get good at this.mp4

7.16MB

06 Appendix/034 BONUS Where to get Udemy coupons and FREE deep learning material.mp4

4.02MB

06 Appendix/035 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4

43.92MB

06 Appendix/036 How to Code by Yourself part 1.mp4

24.53MB

06 Appendix/037 How to Code by Yourself part 2.mp4

14.8MB

[FreeTutorials.Us].txt

75B

Freetutorials.Us.url

119B

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