update week 35

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Morten Hjorth-Jensen
2023-05-29 22:03:48 +02:00
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===== Plans for week 35 =====
* Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises.
* Thursday: Review of ordinary Least Squares with applications, reminder on statistics and start discussion of Ridge Regression and Singular Value Decomposition
* Video of lecture at URL:"https://youtu.be/jYdg2xzKa5E"
* Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition
* Video of lecture at URL:"https://youtu.be/07e-SUYRzM0"
* Review of ordinary Least Squares with applications. Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition
* Exercises and hands-on demonstrations
=== Reading recommendations: ===
o See lecture notes for week 35 at URL:"https://compphysics.github.io/MachineLearning/doc/web/course.html"
o For a review on statistics see jupyter-book URL:"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/statistics.html", the most relevant parts are covered by sections 1.1.1-1.1.5
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===== Thursday September 1 =====
===== Topics of week 35 =====
The main topics on Thursday are:
The main topics are:
o Repetition from last week on linear regression
o Reminder on statistics with quantities like mean values, variance abd covariance
o Discussion of how to prepare data and examples of applications of linear regression
o Mathematical interpretations of Linear Regression
o Start discussing Ridge and Lasso regression and Singular Value Decomposition, to be continued Friday
o Start discussing Ridge and Lasso regression and Singular Value Decomposition
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===== Friday September 2 =====
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===== Mathematics of the SVD and implications =====