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[FreeCourseLab com] Udemy - Deep Learning Prerequisites Linear Regression in Python
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Torrent Files List
1. Welcome (Size: 942.01 MB) (Files: 102)
1. Welcome
1. Welcome.mp4
1. Welcome.vtt
2. Introduction and Outline.mp4
2. Introduction and Outline.vtt
3. What is machine learning How does linear regression play a role.mp4
3. What is machine learning How does linear regression play a role.vtt
4. Introduction to Moore's Law Problem.mp4
4. Introduction to Moore's Law Problem.vtt
5. What can linear regression be used for.html
6. How to Succeed in this Course.mp4
6. How to Succeed in this Course.vtt
2. 1-D Linear Regression Theory and Code
1. Define the model in 1-D, derive the solution (Updated Version).mp4
1. Define the model in 1-D, derive the solution (Updated Version).vtt
2. Define the model in 1-D, derive the solution.mp4
2. Define the model in 1-D, derive the solution.vtt
3. Coding the 1-D solution in Python.mp4
3. Coding the 1-D solution in Python.vtt
4. Exercise Theory vs. Code.mp4
4. Exercise Theory vs. Code.vtt
5. Determine how good the model is - r-squared.mp4
5. Determine how good the model is - r-squared.vtt
6. R-squared in code.mp4
6. R-squared in code.vtt
7. Demonstrating Moore's Law in Code.mp4
7. Demonstrating Moore's Law in Code.vtt
8. R-squared Quiz 1.mp4
8. R-squared Quiz 1.vtt
3. Multiple linear regression and polynomial regression
1. Define the multi-dimensional problem and derive the solution (Updated Version).mp4
1. Define the multi-dimensional problem and derive the solution (Updated Version).vtt
2. Define the multi-dimensional problem and derive the solution.mp4
2. Define the multi-dimensional problem and derive the solution.vtt
3. How to solve multiple linear regression using only matrices.mp4
3. How to solve multiple linear regression using only matrices.vtt
4. Coding the multi-dimensional solution in Python.mp4
4. Coding the multi-dimensional solution in Python.vtt
5. Polynomial regression - extending linear regression (with Python code).mp4
5. Polynomial regression - extending linear regression (with Python code).vtt
6. Predicting Systolic Blood Pressure from Age and Weight.mp4
6. Predicting Systolic Blood Pressure from Age and Weight.vtt
7. R-squared Quiz 2.mp4
7. R-squared Quiz 2.vtt
4. Practical machine learning issues
1. What do all these letters mean.mp4
1. What do all these letters mean.vtt
10. The Dummy Variable Trap.mp4
10. The Dummy Variable Trap.vtt
11. Gradient Descent Tutorial.mp4
11. Gradient Descent Tutorial.vtt
12. Gradient Descent for Linear Regression.mp4
12. Gradient Descent for Linear Regression.vtt
13. Bypass the Dummy Variable Trap with Gradient Descent.mp4
13. Bypass the Dummy Variable Trap with Gradient Descent.vtt
14. L1 Regularization - Theory.mp4
14. L1 Regularization - Theory.vtt
15. L1 Regularization - Code.mp4
15. L1 Regularization - Code.vtt
16. L1 vs L2 Regularization.mp4
16. L1 vs L2 Regularization.vtt
2. Interpreting the Weights.mp4
2. Interpreting the Weights.vtt
3. Generalization error, train and test sets.mp4
3. Generalization error, train and test sets.vtt
4. Generalization and Overfitting Demonstration in Code.mp4
4. Generalization and Overfitting Demonstration in Code.vtt
5. Categorical inputs.mp4
5. Categorical inputs.vtt
6. One-Hot Encoding Quiz.mp4
6. One-Hot Encoding Quiz.vtt
7. Probabilistic Interpretation of Squared Error.mp4
7. Probabilistic Interpretation of Squared Error.vtt
8. L2 Regularization - Theory.mp4
8. L2 Regularization - Theory.vtt
9. L2 Regularization - Code.mp4
9. L2 Regularization - Code.vtt
5. Conclusion and Next Steps
1. Brief overview of advanced linear regression and machine learning topics.mp4
1. Brief overview of advanced linear regression and machine learning topics.vtt
2. Exercises, practice, and how to get good at this.mp4
2. Exercises, practice, and how to get good at this.vtt
6. Appendix
1. What is the Appendix.mp4
1. What is the Appendix.vtt
10. What order should I take your courses in (part 1).mp4
10. What order should I take your courses in (part 1).vtt
11. What order should I take your courses in (part 2).mp4
11. What order should I take your courses in (part 2).vtt
12. Python 2 vs Python 3.mp4
12. Python 2 vs Python 3.vtt
2. BONUS Where to get Udemy coupons and FREE deep learning material.mp4
2. BONUS Where to get Udemy coupons and FREE deep learning material.vtt
3. Windows-Focused Environment Setup 2018.mp4
3. Windows-Focused Environment Setup 2018.vtt
4. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4
4. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.vtt
5. How to Code by Yourself (part 1).mp4
5. How to Code by Yourself (part 1).vtt
6. How to Code by Yourself (part 2).mp4
6. How to Code by Yourself (part 2).vtt
7. How to Succeed in this Course (Long Version).mp4
7. How to Succeed in this Course (Long Version).vtt
8. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4
8. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.vtt
9. Proof that using Jupyter Notebook is the same as not using it.mp4
9. Proof that using Jupyter Notebook is the same as not using it.vtt
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