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Oktay Sahinoglu
Oct 8, 20207 min read
LSTM Modelling for Text & Time Series Data (Part 2)
(Text) Recurrent Neural Networks (RNN) are among the best options for sequential data, such as text or time series. LSTM (Long Short-Term...
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Oktay Sahinoglu
Oct 3, 20206 min read
LSTM Modelling for Text & Time Series Data (Part 1)
(Time Series) Recurrent Neural Networks (RNN) are among the best options for sequential data, such as text or time series. LSTM (Long...
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Oktay Sahinoglu
Sep 12, 20202 min read
Generating Animated GIF with Python
Visualization is often very helpful in expressing concepts better. Animated visualization, on the other hand, takes this contribution...
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Oktay Sahinoglu
Sep 11, 20203 min read
Embedding - A Portal to Another Universe
Embedding is actually a change of space. Thus it is basically a matrix multiplication. Embedding is generally used to take projections of...
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Oktay Sahinoglu
Sep 4, 20203 min read
An Approach to Determining Asymmetric Confidence Interval
Confidence interval is a range of values computed from the statistics of the observed data which is likely to include a population value...
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Oktay Sahinoglu
Sep 1, 20203 min read
Anomaly (Outlier) Detection with Unlabeled Time Series Data
In real life, labeling data is not always easy or possible. For example, think about thousands of sensors providing data every minute, so...
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Oktay Sahinoglu
Aug 30, 20202 min read
cat, grep, cut, sort, uniq, sed with PowerShell
When I had to move from Linux to Windows (I'm still using Linux in a VM) because of my company policies, I lacked super useful Linux...
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Oktay Sahinoglu
Aug 16, 20202 min read
How to encode cyclic time data for machine learning models
Time is the most valuable data in many cases as we all know. The way we feed this data to our machine learning model can make a...
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