CS545: Machine Learning

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start [2022/11/11 13:06] – [December] andersonstart [2022/11/15 08:58] – [November] anderson
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 | Week 11:\\  Nov 1, 3  | Reinforcement Learning for control dynamical systems.  Transfer learning in Reinforcement Learning.    | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/18 Reinforcement Learning to Control a Marble.ipynb|18 Reinforcement Learning to Control a Marble]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/19 Reinforcement Learning Modular Framework.ipynb|19 Reinforcement Learning Modular Framework]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/20 Reinforcement Learning to Control a Marble Variable Goal.ipynb|20 Reinforcement Learning to Control a Marble Variable Goal]]  | [[http://www.cs.colostate.edu/~anderson/wp/pubs/pretrainijcnn15.pdf|Faster Reinforcement Learning After Pretraining Deep Networks to Predict State Dynamics]], [[https://ieeexplore.ieee.org/document/9533751|Increased Reinforcement Learning Performance through Transfer of Representation Learned by State Prediction Model]]  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A5 Convolutional Neural Networks.ipynb|A5 Convolutional Neural Networks]] due Friday, November 4th, at 10:00 PM.  | | Week 11:\\  Nov 1, 3  | Reinforcement Learning for control dynamical systems.  Transfer learning in Reinforcement Learning.    | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/18 Reinforcement Learning to Control a Marble.ipynb|18 Reinforcement Learning to Control a Marble]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/19 Reinforcement Learning Modular Framework.ipynb|19 Reinforcement Learning Modular Framework]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/20 Reinforcement Learning to Control a Marble Variable Goal.ipynb|20 Reinforcement Learning to Control a Marble Variable Goal]]  | [[http://www.cs.colostate.edu/~anderson/wp/pubs/pretrainijcnn15.pdf|Faster Reinforcement Learning After Pretraining Deep Networks to Predict State Dynamics]], [[https://ieeexplore.ieee.org/document/9533751|Increased Reinforcement Learning Performance through Transfer of Representation Learned by State Prediction Model]]  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A5 Convolutional Neural Networks.ipynb|A5 Convolutional Neural Networks]] due Friday, November 4th, at 10:00 PM.  |
 | Week 12:\\  Nov 8, 10  | Brain-Computer Interfaces. Linear dimensionality reduction. | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/21 Linear Dimensionality Reduction with PCA.ipynb|21 Linear Dimensionality Reduction with PCA]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/22 Linear Dimensionality Reduction with Sammon Mapping.ipynb|22 Linear Dimensionality Reduction with Sammon Mapping]]  | |  | | Week 12:\\  Nov 8, 10  | Brain-Computer Interfaces. Linear dimensionality reduction. | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/21 Linear Dimensionality Reduction with PCA.ipynb|21 Linear Dimensionality Reduction with PCA]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/22 Linear Dimensionality Reduction with Sammon Mapping.ipynb|22 Linear Dimensionality Reduction with Sammon Mapping]]  | |  |
-| Week 13:\\  Nov 15, 17  | K-means clustering. K-nearest-neighbor classification. Support Vector Machines.   | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/22a Classifying EEG Using Recurrent Neural Networks.ipynb|22a Classifying EEG Using Recurrent Neural Networks]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/23 K-Means Clustering, K-Nearest-Neighbor Classification.ipynb|23 K-Means Clustering, K-Nearest-Neighbor Classification]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/24 Support Vector Machines.ipynb|24 Support Vector Machines]]    |  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A6 Reinforcement Learning to Control a Robot.ipynb|A6 Reinforcement Learning to Control a Robot]] due Wednesday, November 16th, at 10:00 PM.  |+| Week 13:\\  Nov 15, 17  | K-means clustering. K-nearest-neighbor classification. Support Vector Machines.   | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/22a Classifying EEG Using Recurrent Neural Networks.ipynb|22a Classifying EEG Using Recurrent Neural Networks]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/23 K-Means Clustering, K-Nearest-Neighbor Classification.ipynb|23 K-Means Clustering, K-Nearest-Neighbor Classification]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/24 Support Vector Machines.ipynb|24 Support Vector Machines]]    |  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A6 Reinforcement Learning to Control a Robot.ipynb|A6 Reinforcement Learning to Control a Robot]] due Friday, November 18th, at 10:00 PM.  |
 | Fall Break:\\ Nov 21-25 | | Fall Break:\\ Nov 21-25 |
 | Week 14:\\  Nov 29, Dec 1  | Introduction to Transformers  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/25 Introduction to Transformers.ipynb|25 Introduction to Transformers]] |  | Week 14:\\  Nov 29, Dec 1  | Introduction to Transformers  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/25 Introduction to Transformers.ipynb|25 Introduction to Transformers]] | 
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 ^  Week      ^  Topic      ^  Material  ^  Reading          ^  Assignments  ^ ^  Week      ^  Topic      ^  Material  ^  Reading          ^  Assignments  ^
-| Week 15:\\  Dec 6, 8  | GTA Saira Jabeen summarized her research.\\ Transformers: Self-Attention Replaced by Fourier Transform.\\ Cascade Ensemble Network   | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/26 FNet--Replace Self-Attention with Fourier Transform.ipynb|26 FNet--Replace Self-Attention with Fourier Transform]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/27 Cascade Ensemble Network.ipynb|27 Cascade Ensemble Network]] | +| Week 15:\\  Dec 6, 8  | GTA Saira Jabeen summarizes her research.\\ Transformers: Self-Attention Replaced by Fourier Transform.\\ Cascade Ensemble Network   | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/26 FNet--Replace Self-Attention with Fourier Transform.ipynb|26 FNet--Replace Self-Attention with Fourier Transform]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/27 Cascade Ensemble Network.ipynb|27 Cascade Ensemble Network]] | 
 | Dec 12-16  |  Final Exam Week  |  No Exams in this course  | |[[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/Project Proposal and Report Example.ipynb|Project Report]], due Monday, December 12th, 10:00 PM   | | Dec 12-16  |  Final Exam Week  |  No Exams in this course  | |[[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/Project Proposal and Report Example.ipynb|Project Report]], due Monday, December 12th, 10:00 PM   |
  
  
  
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