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Supervised Master Theses

Aalto (129 total)

Ongoing (11)

# Author Title Industry Recording
1 G. Argyrou Federated Learning for Vision Tasks in Edge-AI Systems
2 J. Haapanen Improving the quality of maritime data using artificial intelligence and machine learning methods
3 A. von Hertzen Interpretability-Driven Regularization for Deep Weather Forecasting video
4 M. Holmström Diagnostics, debugging and analysis tools for ML enabled 5G telecommunication systems
5 M. Malkki Vehicle value modelling
6 S. Mättö Forecasting seasonality in financial data with machine learning methods
7 A. Nygård Agent-System Interface Designs for Enterprise Applications: A Comparative Empirical Study
8 A. Päkkilä Learning Active Constraint Sets with Machine Learning for Constrained Optimization
9 I. Viita Automated Validation of Construction Documentation: A Machine Learning Approach Using Industry Data video
10 H. Välimäki Generating synthetic 3D food objects for the development of automatic dietary assessment
11 I. Zalesskii Bid Optimization in Real-Time Bidding Display Advertising

Completed (118)

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

TU Wien (1 total)

Completed (1)

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