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Category Archives: Machine Learning
Time Series Regression using the CNTK Library
Over the past few weeks, I’ve been looking at time series regression where you have data associated with times and you want to predict the next value. My standard example is airline passenger count data each month, from January 1949 … Continue reading
Posted in CNTK, Machine Learning
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The Maclaurin Series and Machine Learning
In the very early days of computers (say the 1950s and 1960s), most guys who entered the new field of “computer science” came from a background in either mathematics or electrical engineering. There’s always been a strong connection between mathematics … Continue reading
Posted in Machine Learning
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Neural Network Momentum using Python
I wrote an article titled “Neural Network Momentum using Python” in the August 2017 issue of Visual Studio Magazine. See https://visualstudiomagazine.com/articles/2017/08/01/neuralnetworkmomentum.aspx Momentum is a technique intended to speed up neural network training. Training a neural network is the process of … Continue reading
Posted in Machine Learning
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Replicator Neural Networks
A standard neural network classifier builds a model that predicts output values from input values. For example, the famous Iris Data has 150 items. Each item has four predictor variables (sepal length, sepal width, petal length, petal width) followed by … Continue reading
Posted in Machine Learning
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Time Series Regression using a Raw Python Neural Network
I’ve been looking at time series regression recently. Just for fun I coded up an example using a raw Python (with the NumPy library for numerical functions) neural network. For my example I used a standard benchmark data set that … Continue reading
Posted in Machine Learning
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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 … Continue reading
Posted in Machine Learning
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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 (6minute) interview on … Continue reading
Posted in Conferences, Machine Learning
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