heliosphan.org

Heliosphan

Living, learning, sharing. Estimating a Biased Coin. Machine Learning Generative Models. Entropy, Probability and Deep Learning. Gradient of Auto-Normalized Probability Distributions (Annotated). Comparison of the Backpropagation Network and a Generative Binary Stochastic Graphical Model. Machine Learning Evolutionary Computation. SharpNEAT - Evolution of Neural Networks. Netflix Prize: Feature Error Curve. Kaggle Chess Ratings Competition. The Ziggurat Algorithm for Random Gaussian Sampling.

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Heliosphan | heliosphan.org Reviews

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Living, learning, sharing. Estimating a Biased Coin. Machine Learning Generative Models. Entropy, Probability and Deep Learning. Gradient of Auto-Normalized Probability Distributions (Annotated). Comparison of the Backpropagation Network and a Generative Binary Stochastic Graphical Model. Machine Learning Evolutionary Computation. SharpNEAT - Evolution of Neural Networks. Netflix Prize: Feature Error Curve. Kaggle Chess Ratings Competition. The Ziggurat Algorithm for Random Gaussian Sampling.

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1 heliosphan

2 maths

3 bayes' theorem derivation

4 shannon entropy

5 cross entropy

6 logistic function gradient

7 linear least squares

8 generative models

9 machine learning competitions

10 pittsburgh brain competition

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Heliosphan | heliosphan.org Reviews

https://heliosphan.org

Living, learning, sharing. Estimating a Biased Coin. Machine Learning Generative Models. Entropy, Probability and Deep Learning. Gradient of Auto-Normalized Probability Distributions (Annotated). Comparison of the Backpropagation Network and a Generative Binary Stochastic Graphical Model. Machine Learning Evolutionary Computation. SharpNEAT - Evolution of Neural Networks. Netflix Prize: Feature Error Curve. Kaggle Chess Ratings Competition. The Ziggurat Algorithm for Random Gaussian Sampling.

INTERNAL PAGES

heliosphan.org

1

Netflix Prize: Feature Error Curve

http://heliosphan.org/netflixprize/netflixprizefeatureerrorcurve.html

Netflix Prize: Feature Error Curve. A major development towards achieving the goal of the Netflix Prize was the discovery that a recently divised sparse matrix factorization method was well suited to and performed competitively on the prize task. For more info see:. October 27, 2006). Netflix Update: Don't Try This at Home. November 02, 2006). Netflix Update: Try This at Home. December 11, 2006). Generalized Hebbian Algorithm for Incremental Singular Value Decomposition in Natural Language Processing.

2

Pittsburgh Brain Competition

http://heliosphan.org/pittsburghbraincomp.html

In 2009 I achieved second place in challenge 1 of the Pittsburgh Brain Competition (PBC), Fall 2009. Here I outline my approach. There are three PBC data sets, one for each of three brains. The brains were scanned in an MRI scanner, and, using a technique called diffusion tensor MRI millions of individual axon fibres in the brain can be distinguished and located. These fibres make up the white matter. Of the brain and act as conduits connecting up the grey matter. Brain #1 Data Set Statistics. Comparing ...

3

Fractional Brownian Motion

http://heliosphan.org/fractionalbrownianmotion/fractionalbrownianmotion.html

Each plot shows 8000 samples. As the number of samples increases (as we zoom out) the brownian noise plot looks increasingly like a solid bar with straight edges, whereas the Fractional Brownian Motion(FBM) plot exhibits self-affinity, meaning it looks the same at any magnification (barring magnifications below a lower threshold). This article is licensed under a Creative Commons Attribution 3.0 License.

4

UK Property Prices, Earnings and Gold Multiples (1953-2012)

http://heliosphan.org/ukpropertyprices/ukpropertyprices.html

UK Property Prices, Earnings and Gold Multiples (1953-2012). Repayment cost calculated as the monthly payment on a 25 year mortgage set at the short term rate as plotted, and on a property with the average value. Earnings, Gold Price. Http:/ www.measuringworth.com/. Http:/ www.ons.gov.uk. Http:/ www.nationwide.co.uk/hpi/. Colin, January 2013. This article is licensed under a Creative Commons Attribution 3.0 License.

5

Entropy, Probability and Deep Learning

http://heliosphan.org/entropyprobabilitydeeplearning.html

Entropy, Probability and Deep Learning. Most day to day life comes down to the management of entropy - creating order from disorder. Mostly things revert to a disordered state without some human input - washing/cleaning, repairing, trimming, replacing, refuelling. I think I saw one under the tennis shoe, but you might want to give it a thorough clean first! OK, where's the tennis shoe? But in reality, if things that are similar are grouped together, that is a general concept that works for pretty much an...

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Living, learning, sharing. Estimating a Biased Coin. Machine Learning Generative Models. Entropy, Probability and Deep Learning. Gradient of Auto-Normalized Probability Distributions (Annotated). Comparison of the Backpropagation Network and a Generative Binary Stochastic Graphical Model. Machine Learning Evolutionary Computation. SharpNEAT - Evolution of Neural Networks. Netflix Prize: Feature Error Curve. Kaggle Chess Ratings Competition. The Ziggurat Algorithm for Random Gaussian Sampling.

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