ML systems and engineering

The engineering around the model: data pipelines, MLOps, scheduling and cloud workloads, telecommunication systems, process mining and condition monitoring on deployed hardware.

18 supervised theses. See all supervised theses for the full list, or open topics if you are looking for one to take on.

Level	Author	Title	Date	Industry	Recording
MSc	C. Fait	Designing a data pipeline for total column greenhouse gas measurements with portable EM27/SUN spectrometers	July 2025
MSc	P. Wiwatphonthana	Machine Learning Assisted Dynamic Scheduling for Energy Efficient Serverless Cloud Workloads	Jan. 2025	Ericsson
MSc	J. Li	Empirical emissions modeling using machine learning	Jan. 2024	Aurobay
MSc	K. Izadi Garmaseh	Frequency offset estimation using deep learning	Jan. 2024	Nokia
MSc	G. Jiang	Parallel training of neural networks in 6G L1	Aug. 2023	Nokia
MSc	G. Rivi	Software defined networking controlled energy optimization through traffic prediction on microwave access network	Oct. 2023	Ericsson	video
MSc	X. Landa Oregi	MLOps data ingestion pipeline for reciprocal benefit between customer and provider	Dec. 2023	Huawei
MSc	C. Molinero Ranera	Multi-label classification of a hydraulic system using machine learning methods	July 2022		video
MSc	K. Kutlu	Machine learning based chaos engineering for cloud-native microservice architectures	Aug. 2021	Ericsson
MSc	Z. Mohammadi	Better utilization of relational data in machine learning	May 2021	Lamia Oy
MSc	J. Nieminen	Framework for application of machine learning algorithms in telecommunications	Mar. 2020	Nokia
PhD	M. Hinkka	Machine Learning and Distributed Computing Techniques for Process Mining	Nov. 2020
PhD	T. Lehto	Process Mining Based Influence Analysis for Analyzing and Improving Business Processes	Nov. 2020
MSc	X. Zhang	Diagnostic and prognostic analysis optimization of field problems for EV charging stations	Aug. 2020	ABB	video
MSc	J. Kahles Bastida	Applying machine learning to root cause analysis in agile CI/CD software testing environments	Jan. 2019	Ericsson
MSc	K. Karapetyan	Process mining of automation services with long short-term memory neural networks	Mar. 2019	Posti Group Oyj
MSc	B. Kausl	Channel aware inference based on the Fisher information	2012
MSc	M. Holmström	Diagnostics, debugging and analysis tools for ML enabled 5G telecommunication systems	in progress