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Holehouse.orgScience and technology blog from Alex Holehouse
http://www.holehouse.org/
Science and technology blog from Alex Holehouse
http://www.holehouse.org/
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Holehouse.org | holehouse.org Reviews
https://holehouse.org
Science and technology blog from Alex Holehouse
holehouse.org
Machine Learning - complete course notes
http://holehouse.org/mlclass/index.html
The following notes represent a complete, stand alone interpretation of Stanfords machine learning course presented by Professor Andrew Ng. And originally posted on the ml-class.org. Website during the fall 2011 semester. The topics covered are shown below, although for a more detailed summary see lecture 19. The only content not covered here is the Octave/MATLAB programming. All diagrams are my own or are directly taken from the lectures, full credit to Professor Ng for a truly exceptional lecture course.
15_Anomaly_Detection
http://holehouse.org/mlclass/15_Anomaly_Detection.html
Anomaly detection - problem motivation. Anomaly detection is a reasonably commonly used type of machine learning application. Can be thought of as a solution to an unsupervised learning problem. But, has aspects of supervised learning. What is anomaly detection? Imagine you're an aircraft engine manufacturer. As engines roll off your assembly line you're doing QA. Measure some features from engines (e.g. heat generated and vibration). You now have a dataset of x. Say we plot that dataset. Length on time ...
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Machine Learning - complete course notes
http://www.saldym.com/ML-ALEX%20HOLEHOUSE-SUMMARY
The following notes represent a complete, stand alone interpretation of Stanfords machine learning course presented by Professor Andrew Ng. And originally posted on the ml-class.org. Website during the fall 2011 semester. The topics covered are shown below, although for a more detailed summary see lecture 19. The only content not covered here is the Octave/MATLAB programming. All diagrams are my own or are directly taken from the lectures, full credit to Professor Ng for a truly exceptional lecture course.
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I am a postdoctoral fellow in the Center for Biological Systems Engineering at Washington University in St. Louis, where I do science, write code, and manage computers. High performance generalizable 2D/3D Monte Carlo simulation engine for exploring phase separation. Online webserver for the calculation of sequence properties associated with intrinsically disordered protein. Extensive Python sequence analysis framework for exploring sequence properties of disordered proteins. The Monty Hall problem.
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