| Moon's day | Woden' s day | Frigga's day |
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Jan 16 |
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Basic concepts and terminology |
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Jan 18 |
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Probability and statistics background
Slides |
Read Section 1.2, pg 12-32
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Jan 23 |
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Probability densities; expectation
Slides |
Do Ex 1.(3, 5, 6), pg 58-59
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Jan 25 |
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Bayesian probabilities
Slides |
Read 1.(3&4) and 2.5 FOR Fri 2/1
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Jan 28 |
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Lab: Becoming acquainted with the libraries |
Lab activity
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Jan 30 |
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No class: College closed for cold weather |
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Feb 1 |
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Various small topics
Slides |
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Feb 6 |
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Kernel densities and KNN |
Read 2.3.9 (pg 110-113) and 9.2 (430-439)
Project: KNN Due Feb 20
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Feb 8 |
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Fitting Gaussians, EM |
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Feb 13 |
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Continuing Gaussian EM lab... |
Read 3.(1-3), (pg 137-161)
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Feb 27 |
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Test |
Read Ch 5 intro and Section 5.1 (pg 225-232)
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Mar 6 |
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Multilayer perceptron training |
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Mar 25 |
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Support vector machines
Slides |
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Mar 27 |
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Lab: SVMs |
Lab activity
Read Ch 7 intro and Section 7.1 (pg 325-345)
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Apr 5 |
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Lab... |
Read Ch 12 intro and 12.1-12.2.2 (pg 559-580)
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Apr 8 |
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Principal component analysis concepts
Slides |
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Apr 10 |
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No class: family illness |
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Apr 15 |
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Algorithms for PCA; intro to genetic algorithms |
Project: PCA, due May 3
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Apr 22 |
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Ethics: Bias in algorithms |
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Apr 24 |
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Ethics: Various topics |
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Apr 26 |
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Ethics: Learning and obscurity |
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Apr 29 |
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Ethics: Machine learning and healthcare |
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May 1 |
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Ethics: Ethical algorithms |
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May 3 |
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Review and other final business |
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