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Adventures in Data Land

Alex Smola

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Adventures in Data Land | blog.smola.org Reviews
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Adventures in Data Land | blog.smola.org Reviews

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Alex Smola

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1

Adventures in Data Land, Collaborative Filtering considered harmful

http://blog.smola.org/random

Adventures in Data Land. Collaborative Filtering considered harmful. Much excellent work has been published on collaborative filtering, in particular in terms of recovering missing entries in a matrix. The Netflix contest has contributed a significant amount to the progress in the field. Alas, reality is not quite as simple as that. Very rarely will we ever be able to query a user about arbitrary movies, books, or other objects. Instead, user ratings are typically expressed as. Tried out this idea to get...

2

Adventures in Data Land

http://blog.smola.org/page/3

Adventures in Data Land. Some readers might wonder why I’m writing this blog. Here’s an (incomplete) list:. There are lots of fantastic blogs discussing the philosophy and big questions of machine learning (e.g. John Langford’s hunch.net. But I couldn’t find many covering simple tricks of the trade. Many practitioners are scared to pick up a paper with many equations but they might be willing to spend 10 minutes reading a blog post. Posted 5 years ago. 33 notes • View comments. Paper that Markus Weimer.

3

Adventures in Data Land, Random numbers in constant storage

http://blog.smola.org/post/14345795830/random-numbers-in-constant-storage

Adventures in Data Land. Random numbers in constant storage. Many algorithms require random number generators to work. For instance, locality sensitive hashing requires one to compute the random projection matrix P in order to compute the hashes z = P x. Likewise, fast eigenvalue solvers in large matrices often rely on a random matrix, e.g. the paper by Halko, Martinsson and Tropp, SIAM Review 2011. Which assumes that at some point we multiply a matrix M by a matrix P with Gaussian random entries. Blog c...

4

Adventures in Data Land, Beware the bandwidth gap - speeding up...

http://blog.smola.org/post/82937674537/beware-the-bandwidth-gap-speeding-up

Adventures in Data Land. Beware the bandwidth gap - speeding up optimization. Disks are slow and RAM is fast. Everyone knows that. But many optimization algorithms don’t take advantage of this. More to the point, disks currently stream at about 100-200 MB/s, solid state drives stream at over 500 MB/s with 1000x lower latency than disks, and main memory reigns supreme at about 10-100 GB/s bandwidth. Page 13 is pure gold. Ok, so what does this mean for machine learning? Fit this bill. But what about. So he...

5

Adventures in Data Land, Machine Learning Summer School 2014

http://blog.smola.org/post/82938400964/machine-learning-summer-school-2014

Adventures in Data Land. Machine Learning Summer School 2014. And I proudly announce the 2014 Machine Learning Summer School. In Pittsburgh. It will be held at Carnegie Mellon University. In July 7-18, 2014. Our focus is on scalable data analysis and its applications, largely in the internet domain. So, if this is you PhD topic or if you’re planning on a startup in this area, come along. Posted 2 years ago. Blog comments powered by Disqus. 2009 2016 Powered by Tumblr.

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Zhilin's Scientific Journey: Wearables, Sensables, and Opportuniteis at CES 2015

http://marchonscience.blogspot.com/2015/01/wearables-sensables-and-opportuniteis.html

My odyssey to sparse signal recovery, statistical signal processing, biomedical signal processing, signal separation and decomposition, wearable healthcare, and smart-home. Research not for publishing papers, but for fun, for satisfying curiosity, and for revealing the truth. This blog reports latest progresses in. 1) Signal Processing and Machine Learning for Biomedicine, Neuroimaging, Wearable Healthcare, and Smart-Home. Sunday, January 11, 2015. Wearables, Sensables, and Opportuniteis at CES 2015.

marchonscience.blogspot.com marchonscience.blogspot.com

Zhilin's Scientific Journey: An new BSBL algorithm has been derived

http://marchonscience.blogspot.com/2012/11/an-new-bsbl-algorithm-has-been-derived.html

My odyssey to sparse signal recovery, statistical signal processing, biomedical signal processing, signal separation and decomposition, wearable healthcare, and smart-home. Research not for publishing papers, but for fun, for satisfying curiosity, and for revealing the truth. This blog reports latest progresses in. 1) Signal Processing and Machine Learning for Biomedicine, Neuroimaging, Wearable Healthcare, and Smart-Home. Sunday, November 25, 2012. An new BSBL algorithm has been derived. I successfully ...

marchonscience.blogspot.com marchonscience.blogspot.com

Zhilin's Scientific Journey: Compressed Sensing of EEG Using Wavelet Dictionary Matrices

http://marchonscience.blogspot.com/2013/04/compressed-sensing-of-eeg-using-dwt-as.html

My odyssey to sparse signal recovery, statistical signal processing, biomedical signal processing, signal separation and decomposition, wearable healthcare, and smart-home. Research not for publishing papers, but for fun, for satisfying curiosity, and for revealing the truth. This blog reports latest progresses in. 1) Signal Processing and Machine Learning for Biomedicine, Neuroimaging, Wearable Healthcare, and Smart-Home. Friday, April 12, 2013. Compressed Sensing of EEG Using Wavelet Dictionary Matrices.

marchonscience.blogspot.com marchonscience.blogspot.com

Zhilin's Scientific Journey: ECG on the run: Continuous ECG surveillance of marathon athletes is feasible

http://marchonscience.blogspot.com/2014/11/ecg-on-run-continuous-ecg-surveillance.html

My odyssey to sparse signal recovery, statistical signal processing, biomedical signal processing, signal separation and decomposition, wearable healthcare, and smart-home. Research not for publishing papers, but for fun, for satisfying curiosity, and for revealing the truth. This blog reports latest progresses in. 1) Signal Processing and Machine Learning for Biomedicine, Neuroimaging, Wearable Healthcare, and Smart-Home. Saturday, November 1, 2014. Following trails in two marathon races, the investigat...

marchonscience.blogspot.com marchonscience.blogspot.com

Zhilin's Scientific Journey: Two Papers are Ranked the No.1 and No.2 Most Cited Articles published in 2013 and 2014 in IEEE T-BME

http://marchonscience.blogspot.com/2014/10/two-papers-are-ranked-no1-and-no2-most.html

My odyssey to sparse signal recovery, statistical signal processing, biomedical signal processing, signal separation and decomposition, wearable healthcare, and smart-home. Research not for publishing papers, but for fun, for satisfying curiosity, and for revealing the truth. This blog reports latest progresses in. 1) Signal Processing and Machine Learning for Biomedicine, Neuroimaging, Wearable Healthcare, and Smart-Home. Friday, October 31, 2014. Just know that my two papers are ranked the No.1. Compre...

marchonscience.blogspot.com marchonscience.blogspot.com

Zhilin's Scientific Journey: Yann LeCun's Comments on Extreme Learning Machine (ELM)

http://marchonscience.blogspot.com/2015/05/yann-lecuns-comments-on-extreme.html

My odyssey to sparse signal recovery, statistical signal processing, biomedical signal processing, signal separation and decomposition, wearable healthcare, and smart-home. Research not for publishing papers, but for fun, for satisfying curiosity, and for revealing the truth. This blog reports latest progresses in. 1) Signal Processing and Machine Learning for Biomedicine, Neuroimaging, Wearable Healthcare, and Smart-Home. Saturday, May 9, 2015. Yann LeCun's Comments on Extreme Learning Machine (ELM).

marchonscience.blogspot.com marchonscience.blogspot.com

Zhilin's Scientific Journey: A smart-watch for elders independent of Wi-Fi network

http://marchonscience.blogspot.com/2014/11/a-smart-watch-for-elders-independent-of.html

My odyssey to sparse signal recovery, statistical signal processing, biomedical signal processing, signal separation and decomposition, wearable healthcare, and smart-home. Research not for publishing papers, but for fun, for satisfying curiosity, and for revealing the truth. This blog reports latest progresses in. 1) Signal Processing and Machine Learning for Biomedicine, Neuroimaging, Wearable Healthcare, and Smart-Home. Thursday, November 27, 2014. A smart-watch for elders independent of Wi-Fi network.

marchonscience.blogspot.com marchonscience.blogspot.com

Zhilin's Scientific Journey: I successfully defended my Ph.D. dissertation today

http://marchonscience.blogspot.com/2012/12/i-successfully-defended-my-phd.html

My odyssey to sparse signal recovery, statistical signal processing, biomedical signal processing, signal separation and decomposition, wearable healthcare, and smart-home. Research not for publishing papers, but for fun, for satisfying curiosity, and for revealing the truth. This blog reports latest progresses in. 1) Signal Processing and Machine Learning for Biomedicine, Neuroimaging, Wearable Healthcare, and Smart-Home. Wednesday, December 12, 2012. December 24, 2012 at 2:18 AM. A simple comparison of...

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Great for searching abstracts). An alternative to Citeseer). Great BibTeX collection for the lazy). The world's techreport archive). The repository for news and papers on kernels). Get a free copy of one third of the chapters of the book there). Journal of Machine Learning Research. Get good machine learning papers for free). Machine Learning Summer Schools. Enjoy the sun, learn some statistics on the side). Last modified Wednesday, 18-Sep-2013 00:18:20 UTC.

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Introduction to Machine Learning and Kernel Algorithms. Introduction to Machine Learning. From 2002 to 2004 we had a journal club at RSISE / NICTA. The old list of papers can be found here. Support Vector Machines and Related Kernel Methods. Machine Learning Summer School 2002 Canberra. Machine Learning Summer School 2003 Tuebingen. Unsupervised Learning with Kernels. Machine Learning Summer School 2004 Berder. Exponential Families and Kernels. Introduction to Machine Learning with Kernels.

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Adventures in Data Land

Adventures in Data Land. I wanted to say thanks to everyone who’s helped us along on this journey. First off, an absolutely outstanding cast of PhD students I’ve had the pleasure of working with. Mu, Manzil, Zichao, Fish, Yu-Xiang, Seth, Alex, Ziqi, Wei, Yining, Chao-Yuan, Sashank, you guys rock! Apologies if I forgot someone on this list (I probably have). It has been wonderful to work with you and I dearly love CMU. So why the change? Posted 1 year ago. 4 notes • View comments. One of the key features ...

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Tu i tam | czyli co w życiu widzieliśmy

Czyli co w życiu widzieliśmy. On 15 sierpnia 2015 0. Http:/ blog.smolarek.info/sprzedam-system-canon-body-obiektywy-karty-pamieci-baterie-plecak/. On 1 lipca 2015 0. Nowy nabytek, na kilka godzin przed lotem. Jeszcze jeden nudny film. On 30 maja 2015 0. On 16 maja 2015 0. On 25 kwietnia 2015 0. Strasznie nim miota, ale to kwestia braku tuningu. Kamera – mobius. Ta strona używa ciasteczek (cookies).

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