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esatkol's Projects

end-to-end-time-series icon end-to-end-time-series

This repository hosts code for my Time Series videos part of playlist here - https://www.youtube.com/playlist?list=PL3N9eeOlCrP5cK0QRQxeJd6GrQvhAtpBK

network-slicing-optimization icon network-slicing-optimization

This demo aims to model a scenario where a service deployed on a network is kept running at optimized working conditions through SDN and NFV, dynamically changing the slicing setup and migrating the server location based on real time performance analysis.

pythonnumericaldemos icon pythonnumericaldemos

Well-documented Python demonstrations for spatial data analytics, geostatistical and machine learning to support my courses.

resources icon resources

Inventory of all the educational content that I share on spatial data analytics, geostatistics and machine learning. I hope these resources are helpful, Prof. Michael Pyrcz

sax icon sax

An up-to-date Python implementation of SAX

sensor-fault-detection-1 icon sensor-fault-detection-1

The Air Pressure System (APS) is a critical component of a heavy-duty vehicle that uses compressed air to force a piston to provide pressure to the brake pads, slowing the vehicle down. The benefits of using an APS instead of a hydraulic system are the easy availability and long-term sustainability of natural air.

siml icon siml

Machine Learning algorithms implemented from scratch

sp500-stock-similarity-time-series icon sp500-stock-similarity-time-series

Improve S&P 500 stock price prediction (random forest and gradient boosting trees) with time series similarity measurements: DTW, SAX, co-integration, Euclidean and Pearson.

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