Humans in the Loop

This guest blog post from Paco Nathan dives into how people and machines collaborating together to perform work is real and not science fiction. Paco Nathan is the Director, Learning Group at O’Reilly Media and an advisor for Amplify Partners. His expertise includes machine learning, distributed systems, and cloud computing. He was cited in 2015 as […]

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Calculating Standard Deviation using custom UDF and group by in H2O

Here is the full code to calculate standard deviation using H2O group by method as well as using customer UDF: library(h2o) h2o.init() irisPath <- system.file(“extdata”, “iris_wheader.csv”, package = “h2o”) iris.hex <- h2o.uploadFile(path = irisPath, destination_frame = “iris.hex”) # Calculating Standard Deviation using h2o group by SdValue <- h2o.group_by(data = iris.hex, by = “class”, sd(“sepal_len”)) # […]

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Calculate mean using UDF in H2O

Here is the full code to write a UDF to calculate mean for a given data frame using H2O machine learning platform:   library(h2o) h2o.init() ausPath <- system.file(“extdata”, “australia.csv”, package=”h2o”) australia.hex <- h2o.uploadFile(path = ausPath) # Writing the UDF myMeanUDF = function(Fr) { mean(Fr[, 1]) } # Applying UDF using ddply MeanValue = h2o.ddply(australia.hex[, c(“premax”, […]

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My Four Most Common Python NumPy Array Initializations

I use several different programming languages. Whenever I switch between languages, there’s always an adjustment time in my head. For some reason, whenever I switch from C# to Python with NumPy, it always takes me about an hour to start thinking fully in Python. In particular, it always takes me time to recall Python/NumPy array […]

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I do an Interview about Machine Learning on Microsoft’s Channel 9

Channel 9 is a Microsoft community video Web site. There are all kinds of interesting videos on Channel 9, but most of the videos are aimed at software developers. I was recently asked to do a short (6-minute) interview on Channel 9. The topic was machine learning and the upcoming DevIntersection conference where I’ll be […]

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Getting individual metrics from H2O model in Python

You can get some of the individual model metrics for your model based on training and/or validation data. Here is the code snippet: Note: I am creating a test data frame to run H2O Deep Learning algorithm and then showing how to collect individual model metrics based on training and/or validation data below. import h2o […]

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PoE AI Part 4: Real-time Screen Capture and Plumbing

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