The project has exhausted it’s resources – there is no more time left. The presentation is going to be held … More
Author: Tuomo Kuure (tqre)
Deployment: Nginx extra
The project is approaching end, and we are ready to deploy! In fact we have already deployed, and this is … More
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 … More
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 … More
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 … More
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 … More
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 … More
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 … More
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 … More
Milestone: a working log classifier ML model
We had an eye-opening meeting earlier this week, and I started to get confident we can make our first defined … More