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Supervised Master Theses

Aalto (135 total)

Ongoing (9)

# Author Title Industry Recording
1 K. Aalto-Setälä TBA
2 V. Ruuskanen TBA
3 A. Tolvanen TBA
4 H. Do TBA
5 Y. He TBA
6 H. Välimäki Generating synthetic 3D food objects for the development of automatic dietary assessment
7 M. Malkki Vehicle value modelling
8 M. Holmström Diagnostics, debugging and analysis tools for ML enabled 5G telecommunication systems
9 P. Gynther TBA

Completed (126)

# Author Title Date Industry Recording
1 G. Argyrou Byzantine-Robust and Communication-Efficient Federated Fire Detection on Edge Cameras Aug. 2026 Kudelski IoT
2 J. Haapanen Anomaly Detection in Phase-Level Maritime Operational Data — A Comparative Study of Detection Methods Aug. 2026 Napa Oy video
3 B. Prágai Merkle Tree-based framework for verifiable, incentivized and privacy-preserving data contribution systems: A Proof-of-concept Aug. 2026 Fixmeapp AB video
4 A. Päkkilä Active Constraint Set Learning for Constrained Optimization Aug. 2026 Relex Solutions video
5 I. Zalesskii Privacy-Friendly Click-Through Rate Prediction in Programmatic Display Advertising Aug. 2026 C Wire AG video
6 A. Nygård Agent-System Interface Designs for Enterprise Platforms: A Comparative Empirical Study June 2026 Ardoq video
7 A. von Hertzen Interpretability-Driven Regularization for Station-Level Weather Forecasting May 2026 video
8 I. Viita Structuring Legacy Data: Classification Pipeline for Construction Industry Archives May 2026 video
9 B. Zheng Exploring the structure in deep networks: Group, manifold and category theory Dec. 2025
10 V. Niemi Diagnosing and improving a maintenance contract churn prediction model Dec. 2025 video
11 A. Hämäläinen Improving retrieval-augmented generation with LLM-as-a-judge evaluation Nov. 2025
12 S. Monira FedSock & FedBlue: Scalable decentralized federated learning systems with generalized total variation minimization Nov. 2025
13 A. Pavlyuk Federated learning with multi-layer perceptron for sensor drift compensation in direct-ethanol fuel cells July 2025 video
14 S. Rachidi Explainable machine learning in cancer survival prediction — A case study of myeloma patients July 2025
15 C. Fait Designing a data pipeline for total column greenhouse gas measurements with portable EM27/SUN spectrometers July 2025
16 L. Tuominen Robust tap gesture recognition on wearable devices with domain adaptation July 2025
17 O. Lauronen Unsupervised semantic matching of support tickets May 2025 Polycon Oy
18 T. Salminen Contract review with large language models Apr. 2025 video
19 E. Kohvakka The role of analyst sentiment in excess return forecasting, and its implications for investors Apr. 2025
20 A. Sarkima Graph-based anomaly detection: Evaluating Logs2Graphs with non-benchmark logs Mar. 2025
21 J. Naveed Optimized code generation in BIM with retrieval-augmented LLMs Feb. 2025
22 P. Wiwatphonthana Machine Learning Assisted Dynamic Scheduling for Energy Efficient Serverless Cloud Workloads Jan. 2025 Ericsson Oy
23 Q. Luong Proof of Concept for FedRelax on Kubernetes: An Implementation Guide Jan. 2025
24 P. Dang Model-Agnostic Personalized Federated Learning using Adaptive Client Selection Jan. 2025 video
25 L. Loukamo The effect of language on perceived ability to understand machine learning concepts Dec. 2024
26 I. Tarpila Training Machine Learning Models for E-sports Spatiotemporal TimeSeries Forecasting Nov. 2024
27 I. Lahtinen Binary classification of invoice documents based on value added tax Nov. 2024 KPMG Oy Ab
28 R. Kausiala Forecasting Retail Investor Fund Flow Using Machine Learning Nov. 2024 video
29 V. Toivonen Determining User Preference Profiles from Email And User Engagement Data Oct. 2024 Vibemetrics Oy video
30 M. Hilvo The effect of privacy enhancing technologies on the quality of predictive models in healthcare Oct. 2024 VTT
31 A. Bhat Classifying Scam E-Commerce Shops with Supervised Learning Oct. 2024 F-Secure
32 A. Rodimov Security system based on object tracking by video stream Aug. 2024 video
33 A. Shuianova Kinship verification between two people by photos Aug. 2024
34 J. Rantanen Large Language Models in Mental Health Support July 2024 video
35 R. Mård Backdoor attacks on large transformer-based regression model July 2024 video
36 A. Ghazal Zero-shot Machine Unlearning using GANs July 2024 Nokia
37 K. Nguyen Image Similarity Assessment for Product Quality Assurance July 2024
38 D. Suman Deep Learning Methods for Demand Time Series Forecasting June 2024 Zalando
39 A. Manninen Spatiotemporal Traffic Accident Prediction Using Deep Learning Models May 2024 video
40 S. Hirvonen Comparison of data-driven models for building energy load forecasting May 2024 VTT
41 L. Ban Neural Motif Counting in Uncertain Graphs May 2024
42 R. Virtanen Explainable AI Techniques in Trustworthy Object Detection May 2024 TietoEVRY Oyj video
43 T. Kulokoski How well can Machine Learning teach Humans about Machine Learning? Mar. 2024 video
44 S. Facchini Prediction of fuel usage consumption in the airline industry Mar. 2024 Finnair
45 L. Veneranta Optimization of Web Page Advertisements using Contextual Bandits Jan. 2024 Sanoma Media
46 J. Li Empirical Emissions Modeling using Machine Learning Jan. 2024 aurobay.com
47 K. Izadi Garmaseh Frequency Offset Estimation Using Deep Learning Jan. 2024 Nokia
48 S. Chowdhury Computer vision-assisted safety alert system for industrial settings in private 5G networks Jan. 2024 TietoEVRY Oyj
49 T. Kontola Predicting User Web Behaviour with Machine Learning Methods Jan. 2024 Columbia Road Oy
50 R. Siljander Extreme gradient boosting methods for covariate forecasting of housing market demand in Finnish postal code areas Dec. 2023 Alma Talent Oy
51 J. Jäkärä From Candles to Ticks - Improving financial backtesting accuracy Dec. 2023 Aekos Trading Oy
52 X. Landa Oregi MLOps data ingestion pipeline for reciprocal benefit between customer and provider Nov. 2023 Huawei
53 T. Brumani Microservices-based autonomous anomaly detection for mobile network observability Sept. 2023 Ericsson Oy video
54 G. Rivi Software Defined Networking Controlled Energy Optimization through Traffic Prediction on Microwave Access Network Sept. 2023 Ericsson Finland video
55 Á. García Gutierrez Anomaly Detection on Osmosis Trades Sep. 2023 Numia Data
56 Z. Liu Deep Learning based method for Fire Detection Sept. 2023 Detectium
57 M. Bogdanova Contextual bandits for staffing in consulting companies: An exploration of personalized decision making Sept. 2023
58 Z. Zhou Building information modeling connection recommendation based on machine learning using multimodal information Aug. 2023 video
59 Y. Sarcheshmehpour Application of Reinforcement Learning in Electrical Machine Design Aug. 2023 ABB Oy video
60 L. Garcia Tejada Applying Machine Learning to Forecast Formula 1 Race Outcomes Aug. 2023 video
61 C. Segercrantz Experimental evaluation of record linkage algorithms in a secure banking environment Aug. 2023 Nordea Bank Oyj
62 H. Wang Material Capture and Generative Rendering with Phenomenological Reflectance Models Aug. 2023 Huawei
63 G. Jiang Parallel Training of Neural Networks in 6G L1 Aug. 2023 Nokia Oy
64 K. Lasocki Deep learning for continuous symbolic melody generation conditioned on lyrics and initial melodies Aug. 2023
65 T. Vanhala Data-driven xVA exposure calculation for a portfolio of interest rate swaps May 2023 Nordea Markets
66 A. Agisheva Ethics in machine learning publications: Peer-review analysis using NLP methods May 2023
67 R. Tikkanen Clustering fitness tracker data to correct interdevice differences in energy expenditure estimation May 2023 Fjuul
68 H. Vu Deep learning-based Mammography Image Segmentation Mar. 2023 Planmed
69 S. Johansson Classification of Purchase Invoices to Analytic Accounts with Machine Learning Jan. 2023 SprintIT video
70 T. Sormunen Pallet Detection in Warehouse Environment Jan. 2023 Wartsila
71 J. Himanen Towards a data-driven circular economy: predicting material streams in the construction industry Jan. 2023
72 B. Fazekas Distractive driver behaviour detection with spiked neural networks Nov. 2022
73 T. Rahman Intrusion Detection system based on Deep Learning Aug. 2022
74 T. Gyabaah Artificial intelligence to support NFTs creation: Comparison of Machine learning algorithms to detect fraud in artwork Jul. 2022
75 J. Lillfors Networked Federated Learning Jul. 2022
76 Á. C. Barcsa-Szabó Feature-based Approaches for Ethical News Personalization Jul. 2022 Sanoma Media Finland
77 C. Molinero Ranera Multi-label classification of a hydraulic system using Machine Learning Jul. 2022 video
78 V. Petrutiu Exploring Transformers and Degradation Methods in the Super Resolution Field Jul. 2022 Huawei
79 P. Truong Crown-of-Thorns Starfish detection by state-of-the-art YOLOv5 Jul. 2022
80 Y. Huang Text analysis of novel coronavirus pneumonia based on federal deep learning June 2022
81 C. Ozen A collaborative approach for large-scale Electricity consumption using Federated Learning June 2022
82 P. Prinsén Robust Gas pressure control using Neural Networks Jan. 2022 Wartsila Finland Oy
83 E. Hattula Transfer Learning Technology for Building Extraction from Orthophotos and Open-Source Data Jan. 2022 National Land Survey of Finland
84 A. Channabasaiah Applying machine learning methods to predict taxi pickups using historical taxi data Jan. 2022 video
85 R. Hellström Aspect Based Sentiment Analysis in Finnish Jan. 2022 Crowst Oy
86 A. Orre Pedestrian movement analysis from drone perspective Dec. 2021
87 P. Vijayakrishnan Semi-supervised machine learning techniques for infant motility classification Oct. 2021
88 K. Ariko Increasing the safety in the proximity of the mobile working machines: a study of detecting people Oct. 2021 Epec Oy
89 M. Uutaniemi Extraction of labeled fields from images of structured documents Aug. 2021
90 K. Kutlu Machine Learning based Chaos Engineering for Cloud-Native Microservice Architectures Aug. 2021 Ericsson
91 M. Leinonen Federated Multi-task Learning over Networked Data June 2021
92 J. Seppälä Application of machine learning to link click predictions in Facebook Family of Apps advertising 2021
93 M. Afteniy Predicting time series with Transformer May 2021
94 Z. Mohammadi Better Utilization of Relational Data in Machine Learning May 2021 Lamia Oy
95 T. Nguyen Applying Machine Learning to Develop Black-box Control Model of Active Double-Skin Facade Jan. 2021
96 P. Pyrrö AIR: Aerial Inspection RetinaNet for Land Search and Rescue Missions Jan. 2021 Accenture
97 T. Kokkonen Classifying Restaurant Menu Items With Supervised Learning Jan. 2021 video
98 I. Vikström Deep reinforcement learning approach for HVAC control Dec. 2020 TietoEVRY Oyj video
99 D. Tokmurzina Road marking condition monitoring and classification using deep learning for city of Helsinki Oct. 2020
100 C. Dikmen Application of Contextual Bandits Models in a Supervised Learning Setting Aug. 2020
101 J. Laiho Recognizing Thoughts from Bioelectric Patterns? A Brain-Computer Interface with Deep Learning Aug. 2020 Accenture Liquid Studio (NL) video
102 X. Zhang Diagnostic and Prognostic Analysis Optimization of Field Problems for EV Charging Stations Aug. 2020 ABB video
103 M. Mishin Anomaly Detection Algorithms and Techniques for Network Intrusion Detection Systems Aug. 2020 Ericsson video
104 K. Klemets Forecasting Hourly Parking Occupancy with Multiple Seasonalities Aug. 2020 City of Helsinki
105 T. Valentijn The Practical Applicability of a CNN for Automated Building Damage Assessment June 2020 Red Cross NL
106 T. Hämmäinen Clustering IoT devices for network intrusion detection systems May 2020 Ericsson
107 J. Moisala Optimizing the mark-up of foreign exchange derivative contracts using machine learning May 2020
108 J. Nieminen Framework for application of machine learning algorithms in telecommunications Mar. 2020 Nokia Oy
109 L. Kolehmainen A web scraping system for extracting news articles Dec. 2019 Vainu Finland Oy
110 M. Torres Porta Anti-Money Laundering system based on customer behavior Aug. 2019
111 T. Wiro Market influence on purchase prices in procurement June 2019 Sievo
112 D. Baad Automatic Job Skill Taxonomy Generation For Recruitment Systems June 2019 VXT Research Oy
113 J. Eskonen Deep Reinforcement Learning in Automated User Interface Testing May 2019 Ericsson
114 A. Moskalev Demand forecasting for fast-moving products in grocery retail May 2019 Relex
115 K. Karapetyan Process Mining of Automation Services with Long Short-Term Memory Neural Networks March 2019 Posti Group Oyj
116 H. Ambos Semi-Supervised Learning over Complex Networks Mar. 2019
117 J. Kahles Bastida Applying Machine Learning to Root Cause Analysis in Agile CI/CD Software Testing Environments Jan. 2019 Ericsson
118 A. Shehata Cellular Network Average User Throughput-Downlink Prediction by Machine Learning Dec. 2018 Nokia
119 O. Abramenko Graph signal sampling via reinforcement learning Nov. 2018
120 M.O. Nasir Supervised Learning in Lighting Control Systems Oct. 2018
121 D. Wu Unsupervised Learning for Lighting Control System Oct. 2018 Helvar Oy
122 N. Pokhrel Drone Obstacle Avoidance and Navigation Using Artificial Intelligence May 2018 Nokia
123 D. Koskenniemi Do financial networks improve the explanatory power of the Fama-French factors? A comparison of propagation algorithms on stock market returns Mar. 2018
124 S. Basirian Jahromi Compressed Sensing for Big Data Over Complex Networks Jan. 2018
125 A. Mara A Comparative Analysis of Graph Signal Recovery Methods for Big Data Networks Oct. 2017
126 Y. Gao Graphical Model Selection in Big Data Application Dec. 2016

TU Wien (1 total)

Completed (1)

# Author Title Date Industry Recording
1 B. Kausl Channel aware inference based on the Fisher information 2012