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- | ====== Schedule ====== | ||
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- | /* | ||
- | Follow this link to view all [[https:// | ||
- | 115b6-e68b-4318-89ff-d1ecf025c0b9|lecture videos]]. | ||
- | */ | ||
- | ===== Announcements ===== | ||
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- | /* | ||
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- | **May 9:** At the bottom of this page is a link to a summary of the content expected in your project reports. | ||
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- | **April 29:** My latest neural network code is available at [[http:// | ||
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- | */ | ||
- | ===== January ===== | ||
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- | |< 100% 20% 20% 30% 10% 20% >| | ||
- | ^ Week ^ Topic ^ Material | ||
- | | Week 1:\\ Jan 17 - Jan 20 | Overview. Intro to machine learning. Python. | ||
- | | Week 2:\\ Jan 23 - Jan 27 | Probability distributions and regression. | ||
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- | /* | ||
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- | ===== February ===== | ||
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- | |< 100% 20% 20% 30% 10% 20% >| | ||
- | ^ Week ^ Topic ^ Material | ||
- | | Week 3:\\ Feb 1 - Feb 5 | Ridge regression. Data partitioning. On-line, incremental regression. Regression with fixed nonlinearities. | ||
- | | Week 4:\\ Feb 8 - Feb 12 | Nonlinear regression with neural networks. | ||
- | | Week 5:\\ Feb 15 - Feb 19 | Autoencoders. Recurrent neural networks. | ||
- | | Week 6:\\ Feb 22 - Feb 26 | Classification, | ||
- | |||
- | ===== March ===== | ||
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- | |< 100% 20% 20% 30% 10% 20% >| | ||
- | ^ Week ^ Topic ^ Material | ||
- | | Week 7:\\ Feb 29 - Mar 5 | Classification, | ||
- | | Week 8:\\ Mar 7 - Mar 11 | Classification with neural networks. | ||
- | | Mar 14 - Mar 18 | Spring Break! | ||
- | | Week 9:\\ Mar 21 - Mar 25 | Bottleneck, and deep networks. | ||
- | | Week 10:\\ Mar 28 - Apr 1 | Convolutional neural nets. Clustering. | ||
- | |||
- | ===== April ===== | ||
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- | |< 100% 20% 20% 30% 10% 20% >| | ||
- | ^ Week ^ Topic ^ Material | ||
- | | Week 11:\\ Apr 4 - Apr 8 | Reinforcement Learning | ||
- | | Week 12:\\ Apr 11 - Apr 15 | Dimensionality reduction. | ||
- | | Week 13:\\ Apr 18 - Apr 22 | Nonparametric methods | ||
- | | Week 14:\\ Apr 25 - Apr 29 | | [[http:// | ||
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- | ===== May ===== | ||
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- | |< 100% 20% 20% 30% 10% 20% >| | ||
- | ^ Week ^ Topic ^ Material | ||
- | | Week 15:\\ May 2 - May 6 | Multiple models.\\ PLEASE ATTEND MAY 6th LECTURE TO FILL OUT THE ASCSU STUDENT COURSE SURVEYS! Distance-section students will be filling out the survey on-line. | ||
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- | | Week 16:\\ May 10 | Final Project Notebook Due. | | | Check in final project notebook by Tuesday, May 10th, at 10:00 PM. [[Final Project Report|Here is a summary]] of what is expected in your reportsl | ||
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- | Selected Project Reports (in no particular order): | ||
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- | * [[http:// | ||
- | * [[http:// | ||
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- | */ | ||