The project has exhausted it’s resources – there is no more time left. The presentation is going to be held…
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Deployment: Nginx extra
The project is approaching end, and we are ready to deploy! In fact we have already deployed, and this is…
Analysing the training datasets
We have succesfully built an anomaly detecting autoencoder, and I’ll try to explain how it works using a trained model…
Entering testing phase – with graphics!
We can now make predicitions with the model! But the very first predictions we had were not that simple to…
Autoencoder for outlier detection in Apache access logs
I had some reading hours about how to approach our particular problem. Anomaly detection is apparently called ‘outlier detection’ in…
Anomalies in Apache access logs
The topic and the picture tell the task at hand. Here’s where we are at: Basic functionality The program we…
Apache access.logs: example of good and bad log entries
Apache and PHP install for testing First we need to install Apachen and PHP module for users folder /public_html with…
After the milestone: look for the anomalies
Even if our first log classifier was not the most accurate one, we managed to make a working command line…
At the troubleshooting range
Once a prototype is ready, it’s going to break as soon as you move it. And you accidentally delete all…
Tuning the first classifier
I spent my friday evening playing with the first model, and while it’s certainly not perfect, it’s a start. By…