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

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

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种子哈希：f7e59b68337c8d0d3cd5a6203df9c6d6788e9675
文件大小：431.25M
已经下载：979次
下载速度：极快
收录时间：2017-09-07
最近下载：2025-08-25

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文件列表

  • 01 Introduction and Outline/quizzes/001 What can linear regression be used for.html 2.6 kB
  • 02 1-D Linear Regression Theory and Code/quizzes/002 R-squared.html 2.5 kB
  • 03 Multiple linear regression and polynomial regression/quizzes/003 R-squared.html 2.9 kB
  • 04 Practical machine learning issues/quizzes/004 One-hot encoding.html 3.0 kB
  • 01 Introduction and Outline/001 Introduction and Outline.mp4 6.6 MB
  • 01 Introduction and Outline/002 What is machine learning How does linear regression play a role.mp4 8.8 MB
  • 01 Introduction and Outline/003 Introduction to Moores Law Problem.mp4 4.6 MB
  • 01 Introduction and Outline/004 How to Succeed in this Course.mp4 9.2 MB
  • 02 1-D Linear Regression Theory and Code/005 Define the model in 1-D derive the solution Updated Version.mp4 20.3 MB
  • 02 1-D Linear Regression Theory and Code/006 Define the model in 1-D derive the solution.mp4 25.9 MB
  • 02 1-D Linear Regression Theory and Code/007 Coding the 1-D solution in Python.mp4 15.1 MB
  • 02 1-D Linear Regression Theory and Code/008 Determine how good the model is - r-squared.mp4 11.8 MB
  • 02 1-D Linear Regression Theory and Code/009 R-squared in code.mp4 4.7 MB
  • 02 1-D Linear Regression Theory and Code/010 Demonstrating Moores Law in Code.mp4 18.3 MB
  • 03 Multiple linear regression and polynomial regression/011 Define the multi-dimensional problem and derive the solution Updated Version.mp4 15.1 MB
  • 03 Multiple linear regression and polynomial regression/012 Define the multi-dimensional problem and derive the solution.mp4 37.8 MB
  • 03 Multiple linear regression and polynomial regression/013 How to solve multiple linear regression using only matrices.mp4 3.2 MB
  • 03 Multiple linear regression and polynomial regression/014 Coding the multi-dimensional solution in Python.mp4 15.6 MB
  • 03 Multiple linear regression and polynomial regression/015 Polynomial regression - extending linear regression with Python code.mp4 17.2 MB
  • 03 Multiple linear regression and polynomial regression/016 Predicting Systolic Blood Pressure from Age and Weight.mp4 12.9 MB
  • 04 Practical machine learning issues/017 What do all these letters mean.mp4 10.1 MB
  • 04 Practical machine learning issues/018 Interpreting the Weights.mp4 6.3 MB
  • 04 Practical machine learning issues/019 Generalization error train and test sets.mp4 4.6 MB
  • 04 Practical machine learning issues/020 Generalization and Overfitting Demonstration in Code.mp4 18.1 MB
  • 04 Practical machine learning issues/021 Categorical inputs.mp4 8.6 MB
  • 04 Practical machine learning issues/022 Probabilistic Interpretation of Squared Error.mp4 8.5 MB
  • 04 Practical machine learning issues/023 L2 Regularization - Theory.mp4 6.9 MB
  • 04 Practical machine learning issues/024 L2 Regularization - Code.mp4 8.5 MB
  • 04 Practical machine learning issues/025 The Dummy Variable Trap.mp4 6.4 MB
  • 04 Practical machine learning issues/026 Gradient Descent Tutorial.mp4 8.1 MB
  • 04 Practical machine learning issues/027 Gradient Descent for Linear Regression.mp4 3.7 MB
  • 04 Practical machine learning issues/028 Bypass the Dummy Variable Trap with Gradient Descent.mp4 8.9 MB
  • 04 Practical machine learning issues/029 L1 Regularization - Theory.mp4 4.9 MB
  • 04 Practical machine learning issues/030 L1 Regularization - Code.mp4 8.7 MB
  • 04 Practical machine learning issues/031 L1 vs L2 Regularization.mp4 5.0 MB
  • 05 Conclusion and Next Steps/032 Brief overview of advanced linear regression and machine learning topics.mp4 8.5 MB
  • 05 Conclusion and Next Steps/033 Exercises practice and how to get good at this.mp4 7.5 MB
  • 06 Appendix/034 BONUS Where to get Udemy coupons and FREE deep learning material.mp4 4.2 MB
  • 06 Appendix/035 How to install Numpy Scipy Matplotlib Pandas IPython Theano and TensorFlow.mp4 46.0 MB
  • 06 Appendix/036 How to Code by Yourself part 1.mp4 25.7 MB
  • 06 Appendix/037 How to Code by Yourself part 2.mp4 15.5 MB
  • [FreeTutorials.Us].txt 75 Bytes
  • Freetutorials.Us.url 119 Bytes

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