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videolectures.net/mlss09uk_cambridge
Machine Learning Summer School (MLSS), Cambridge 2009 - VideoLectures - VideoLectures.NETWe hope to attract international students, young researchers and industry practitioners with a keen interest in machine learning and a strong mathematical background. Drawing tutorials are an essential part of beginners that can learn easily different kinds..web.archive.org/web/20140824233409/bugra.github.io/work/notes/2014-08-23/on-machine-learning
On Machine Learning | Bugra AkyildizAug 2014 -thegradient.pub/systems-for-machine-learning
Machine Learning Systemsmachine learning’s increasing importance to real-world applications brought awareness of a new field focused on ML in practice - machine learning systems (or, as some call it, MLOps). To describe the problems of a typical ML system and break down its compon..web.archive.org/web/20050815080624/autonlab.org/tutorials
Statistical Data Mining TutorialsAug 2005 - It is, arguably, a useful investment to be completely happy with probability before venturing into advanced algorithms from data mining, machine learning or applied statistics. Gaussians, both the friendly univariate kind, and the slightly-reticent-but-nice..nlpers.blogspot.com/2016/08/debugging-machine-learning.html
Debugging machine learningAug 2016 - Personally I find it very helpful to break things down in terms of the usual error terms: Bayes error (how much error is there in the best possible classifier), approximation error (how much do you pay for restricting to some hypothesis class), estimation e..gallery.mailchimp.com/dc3a7ef4d750c0abfc19202a3/files/Machine_Learning_Yearning_V0.5_01.pdf
Machine Learning Yearningmorganclaypool.com/doi/abs/10.2200/S00332ED1V01Y201103AIM011
Visual Object Recognition | Synthesis Lectures on Artificial Intelligence and Machine Learning2021) machine learning to Classify Suicidal Thoughts and Behaviors: Implementation Within the Common Data Elements Used by the Military Suicide Research Consortium. 2020) learning Richer Features in Deep CNN for Object Detection. Object Attribute Recognitio..cs.cmu.edu/~tom/10701_sp11/proj.shtml
Machine Learning 10-701/15-781A project that produces a more intelligent system by combining several ML techniques together, or a project that involves well-designed experiments and thorough analysis of the experimental results, or a project that nicely incorporates various real world a..web.archive.org/web/20140515124920/homepages.inf.ed.ac.uk/vlavrenk/iaml.html
Basics of Machine LearningMay 2014 -coursera.org/specializations/machine-learning
Machine Learning | CourseraYou'll need to successfully finish the project(s) to complete the Specialization and earn your certificate. When you finish every course and complete the hands-on project, you'll earn a Certificate that you can share with prospective employers and your prof..hunch.net/~jl/projects/reductions/reductions.html
Machine Learning ReductionsThese paper shows that any cost sensitive classification problem can be reduced to binary classification or regression so that small regret implies small cost sensitive regret. The first paper formalizes the notion of an error transform reduction and presen..en.wikipedia.org/wiki/Journal_of_Machine_Learning_Research
Journal of Machine Learning Research - WikipediaThe Journal of machine learning Research is a peer-reviewed open access scientific journal covering machine learning. In 2001, forty editorial board members of machine learning resigned, saying that in the era of the Internet, it was detrimental for researc..en.wikipedia.org/wiki/Extreme_learning_machine
Extreme learning machine - WikipediaFrom 2001-2010, ELM research mainly focused on the unified learning framework for "generalized" single-hidden layer feedforward neural networks (SLFNs), including but not limited to sigmoid networks, RBF networks, threshold networks,[5] trigonometric networ..ai.stanford.edu/people/nilsson/mlbook.html
Introduction to Machine LearningThe notes survey many of the important topics in machine learning circa the late 1990s. There have been many important developments in machine learning (especially using various versions of neural networks operating on large data sources) since these notes ..lispworks.com/success-stories/brs-mle.html
Machine Learning EngineWe began developing our Lisp-based machine learning Engine in 2006 using the best of the open source Lisp compilers then available. After several months we decided that we really needed a more stable, better supported compiler and began looking for other so..news.mit.edu/2015/better-machine-learning-kalyan-veeramachaneni-0224
Better machine learning | MIT News | Massachusetts Institute of TechnologyData scientists go to all these boot camps in Silicon Valley to learn open source big data software like Hadoop, and they come back, and say ‘Great, but we’re still stuck with the problem of getting the raw data to a place where we can use all these tools,’..videolectures.net/mloss08_whistler
NIPS Workshop on Machine Learning Open Source Software, Whistler 2008 - VideoLectures - VideoLectures.NETFollowing the success of the inaugural NIPS-MLOSS workshop held at NIPS 2006, the Journal of machine learning Research (JMLR) has started a new track for machine learning open source software initiated by the workshop's organizers. Many prominent machine le..