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‎doc/HandWrittenNotes/2025/FYSSTKweek36.pdf‎

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‎doc/pub/week36/html/._week36-bs001.html‎

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<b>Material for the lecture on Monday September 1:</b>
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<ol>
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<li> Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis</li>
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<li> Derivation of Gradient descent and discussion of implementations for
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<!-- * <a href="https://youtu.be/oHjqjUB36KE" target="_self">Video of lecture</a> -->
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<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf" target="_self">Whiteboard notes</a> --></li>
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<li> Derivation of Gradient descent and discussion of implementations for</li>
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<li> Video of lecture at <a href="https://youtu.be/nVE_FRnGAHw" target="_self"><tt>https://youtu.be/nVE_FRnGAHw</tt></a></li>
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<li> Whiteboard notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf" target="_self"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf</tt></a></li>
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</ol>
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<b>Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):</b>
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<ol>

‎doc/pub/week36/html/week36-reveal.html‎

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<b>Material for the lecture on Monday September 1:</b>
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<ol>
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<p><li> Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis</li>
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<p><li> Derivation of Gradient descent and discussion of implementations for
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<!-- * <a href="https://youtu.be/oHjqjUB36KE" target="_blank">Video of lecture</a> -->
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<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf" target="_blank">Whiteboard notes</a> --></li>
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<p><li> Derivation of Gradient descent and discussion of implementations for</li>
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<p><li> Video of lecture at <a href="https://youtu.be/nVE_FRnGAHw" target="_blank"><tt>https://youtu.be/nVE_FRnGAHw</tt></a></li>
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<p><li> Whiteboard notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf</tt></a></li>
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</ol>
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<p>
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<b>Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):</b>

‎doc/pub/week36/html/week36-solarized.html‎

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<b>Material for the lecture on Monday September 1:</b>
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<ol>
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<li> Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis</li>
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<li> Derivation of Gradient descent and discussion of implementations for
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<!-- * <a href="https://youtu.be/oHjqjUB36KE" target="_blank">Video of lecture</a> -->
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<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf" target="_blank">Whiteboard notes</a> --></li>
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<li> Derivation of Gradient descent and discussion of implementations for</li>
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<li> Video of lecture at <a href="https://youtu.be/nVE_FRnGAHw" target="_blank"><tt>https://youtu.be/nVE_FRnGAHw</tt></a></li>
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<li> Whiteboard notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf</tt></a></li>
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</ol>
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<b>Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):</b>
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<ol>

‎doc/pub/week36/html/week36.html‎

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<b>Material for the lecture on Monday September 1:</b>
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<ol>
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<li> Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis</li>
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<li> Derivation of Gradient descent and discussion of implementations for
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<!-- * <a href="https://youtu.be/oHjqjUB36KE" target="_blank">Video of lecture</a> -->
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<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf" target="_blank">Whiteboard notes</a> --></li>
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<li> Derivation of Gradient descent and discussion of implementations for</li>
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<li> Video of lecture at <a href="https://youtu.be/nVE_FRnGAHw" target="_blank"><tt>https://youtu.be/nVE_FRnGAHw</tt></a></li>
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<li> Whiteboard notes at <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf" target="_blank"><tt>https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf</tt></a></li>
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</ol>
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<b>Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):</b>
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<ol>

‎doc/pub/week36/ipynb/ipynb-week36-src.tar.gz‎

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