How to store millions of images for data analysis?
Hi. I am looking for suggestions how to store ~10 million images. Each image has different size and has heterogenous information attached (basically a dozen key value pairs). They are rather small...
View ArticleIt seems like the first step toward good machine vision is scale/distance logic
Is this the current favored technique?Background: Natural or man made (Color, texture, pattern) Judging Distance to camera: Visible texture, Atmospheric diffusion Judging distance to background:...
View ArticleInterest in machine learning reading group meetup following this course...
How many people would be interested in machine learning reading group meetup following this course http://www.seas.harvard.edu/courses/cs281/. We can meet weekly and read the book "Kevin Murphy,...
View ArticleClik here to view.
Video of interview with DeepMind & Swiftkey founders, nice footage of how...
submitted by test3545 [link][1 comment]
View ArticleRobustness to wrong labels
I was wondering if someone cold refer to some literature on the robustness to wrongly labelled learning data. I currently have a problem where I have a limited amount of examples for which I have some...
View ArticleUpcoming workshop combining Machine Learning with Security: Looking for papers
Hi I am a research assistant to Dr. Verma at the University of Houston, Dr. Verma and 4 other professors from the University of Texas, University of Houston, and the University of Massachusetts are...
View ArticleDimensionality Reduction for non numerical data?
If I have datasets with lot of features, some of them are non numerical (symbolic), is it possible to apply Dimensionality Reduction like with PCA and/or using Feature Extraction like RBM ? submitted...
View ArticleWhat's the best way to deploy a complicated machine learning model into a...
For example, I can develop a model (say a random forest) in R but then have to deploy it where I can't use R and have to write all the code myself.A possible way is to use R to generate all possible...
View Article"Deep Learning" with non-Image/Audio/Text data. (Proteins)
Hi, I work with data that isn't Vision/images, audio or natural text, (Protein sequences). I've done a fair bit of work on extracting features from the sequences using a variety of representations...
View ArticleWill expectation maximization always improve upon the last iteration until...
I am trying to implement an expectation maximization algorithm, and my implementation tends towards the optimal solution, but the tedancy is not consistent (calculated from the kullback leibler...
View ArticleClik here to view.
Stephen Hawking warns artificial intelligence could end mankind
submitted by katchoovanski [link][1 comment]
View ArticleCognitive algortihm
Lots of people think that main problem in AI is a lack of funding. I disagree, Einstein didn't need a pay to work on his theory. GI is the most theoretical problem ever, & such work must be driven...
View ArticleGetting the index of a leaf where an example belongs in scikit learn
Hi everyone,Is there any way to get the leaf to which an example belongs in scikit-learn's trees ? Actually I am trying out the method suggested in this article practical lessons facebook from...
View ArticleClik here to view.
Python Tools for Visual Studio now integrates with Azure Machine Learning
submitted by MLBlogTeam [link][comment]
View ArticleLibraries to get calibrated probabilities for ML outlier detection algorithm ?
I am currently developping a 2 class classification algorithm. However, as the dataset is at the moment really small (<50 observations) and imbalanced (~1/10 ratio), I decided to rather first...
View ArticleNeed help with approaching enrollment prediction
Hello! So, we've broken the greater enrollment problem into a smaller one that just looks at the past 5 years worth of transcripts and sees if it can use that information to predict whether or not a...
View ArticleAdvice on self-study for my winter break?
Hello everyone,I'm a math major interested in getting into data science. I took a seminar on data science this semester (ending in 2 weeks) and it was entirely on data mining/python/data...
View ArticleClik here to view.
Lego robot with the "brain" of a real worm
submitted by rumpelstilzien [link][1 comment]
View Article