CS545: Machine Learning

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start [2023/09/09 19:38] – external edit 127.0.0.1start [2023/09/24 13:55] – [September] anderson
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 ^  Week      ^  Topic      ^  Lecture Notes  ^  Reading          ^  Assignments  ^ ^  Week      ^  Topic      ^  Lecture Notes  ^  Reading          ^  Assignments  ^
-| Week 3:\\  Sept 5, 7\\ Chuck's office hours Thursday will be from 2 to 3:30.  | Confidence intervals. Introduction to neural networks.  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/04 Training Multiple Models to Obtain Confidence Intervals.ipynb|04 Training Multiple Models to Obtain Confidence Intervals]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/05 Introduction to Neural Networks.ipynb|05 Introduction to Neural Networks]]| | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A1.ipynb|A1]] due Friday, September 8th, 10:00 PM  | +| Week 3:\\  Sept 5, 7\\ Chuck's office hours Thursday will be from 2 to 3:30.  | Confidence intervals. Introduction to neural networks.  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/04 Training Multiple Models to Obtain Confidence Intervals.ipynb|04 Training Multiple Models to Obtain Confidence Intervals]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/05 Introduction to Neural Networks.ipynb|05 Introduction to Neural Networks]] | | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A1.ipynb|A1]] due Friday, September 8th, 10:00 PM  | 
-| Week 4:\\  Sept 12, 14   | Design of NeuralNetwork class. Optimizers.  | | | +| Week 4:\\  Sept 12, 14   | Design of NeuralNetwork class. Optimizers.  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/06 Python Classes.ipynb|06 Python Classes]]\\ [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/07 Optimizers.ipynb|07 Optimizers]]   | [[https://machinelearningmastery.com/weight-initialization-for-deep-learning-neural-networks/|Weight Initialization for Deep Learning Neural Networks]], by Jason Brownlee  | 
-| Week 5:\\  Sept 19, 21  | Introduction to classification.  | | | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A2 NeuralNetwork Class.ipynb|A2 NeuralNetwork Class]] due Wednesday, September 20th, 10:00 PM  | +| Week 5:\\  Sept 19, 21  | Using optimizers.  | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/08 Collecting All Weights into One-Dimensional Vector for Use in Optimizers.ipynb|08 Collecting All Weights into One-Dimensional Vector for Use in Optimizers]]   | | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A2 NeuralNetwork Class.ipynb|A2 NeuralNetwork Class]] due Thursday, September 21st, 10:00 PM\\ <color red>A2 and A2grader.zip updated Sept. 19, 10:45 AM</color>  | 
-| Week 6:\\  Sept 26, 28  | Classification. Convolutional neural networks.  | | |+| Week 6:\\  Sept 26, 28\\ No on-campus lectures. Thursday lecture live through this [[https://zoom.us/j/98356509028|zoom link]]. Tuesday office hours moved to Wednesday, same time. Office hours sign up still use the form in the course Overview page.  | Early stopping (new version of optimizers). A3. Introduction to classification.   | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/07a Optimizers2.ipynb|07a Optimizers2]]\\ Tuesday lecture pre-recorded and available now on Echo360.  |
  
 ===== October ===== ===== October =====
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 ^  Week      ^  Topic      ^  Lecture Notes  ^  Reading          ^  Assignments  ^ ^  Week      ^  Topic      ^  Lecture Notes  ^  Reading          ^  Assignments  ^
-| Week 7:\\  Oct 3, 5  | Introduction to Jax and Pytorch.  | | |+| Week 7:\\  Oct 3, 5  | Classification. Convolutional Networks.  | | | [[https://nbviewer.org/url/www.cs.colostate.edu/~anderson/cs545/notebooks/A3 NeuralNetwork Class Using Optimizers.ipynb|A3 NeuralNetwork Class Using Optimizers]] due Thursday, October 5th, 10:00 PM |
 | Week 8:\\  Oct 10, 12  | More convolutional neural networks.  | | | | Week 8:\\  Oct 10, 12  | More convolutional neural networks.  | | |
 | Week 9:\\  Oct 17, 19  | Introduction to reinforcement leanring. Learning to play games. | | | | Week 9:\\  Oct 17, 19  | Introduction to reinforcement leanring. Learning to play games. | | |
start.txt · Last modified: 2024/05/20 17:22 by 127.0.0.1