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Supervised Master Theses

Aalto (133 total)

Ongoing (12)

# Author Title Industry Recording
1 G. Argyrou Federated Learning for Vision Tasks in Edge-AI Systems
2 H. Do TBA
3 J. Haapanen Improving the quality of maritime data using artificial intelligence and machine learning methods video
4 Y. He TBA
5 M. Holmström Diagnostics, debugging and analysis tools for ML enabled 5G telecommunication systems
6 M. Malkki Vehicle value modelling
7 S. Mättö Forecasting seasonality in financial data with machine learning methods
8 A. Päkkilä Learning Active Constraint Sets with Machine Learning for Constrained Optimization
9 V. Ruuskanen TBA
10 A. Tolvanen TBA
11 H. Välimäki Generating synthetic 3D food objects for the development of automatic dietary assessment
12 I. Zalesskii Bid Optimization in Real-Time Bidding Display Advertising

Completed (121)

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