Doctoral Researcher in Machine Learning for Predictive Maintenance of Maritime Machinery
Tasks
- Assess model robustness
- Design transparent evaluation protocols
- Develop degradation modelling and remaining useful life estimation models
- Develop multivariate time series anomaly detection models
- Perform training test separation thresholding and false alarm analysis
- Preprocess and represent experimental and operational machinery data
- Quantify uncertainty and validate predictive maintenance models
- Research Bayesian approaches for health state learning
- Research latent variable and deep learning health state representations
Perks/Benefits
Skills/Tech-stack
Anomaly Detection | Bayesian Inference | Condition Monitoring | Deep learning | Degradation modeling | Feature Representation | MATLAB | Machine Learning | Multivariate Time Series | Probabilistic Modeling | Python | Reliability Engineering | Remaining useful life | Series analysis | Signal Processing | Time Series | Time Series Analysis | Uncertainty Quantification
Education
Related jobs
-
Bayesian Inference | Differential geometry | Estimating Functions | Function design | Information geometryHealth insurance | International relocation support | Occupational health care | Professional development | Sports facilitiesEntry-level Full TimeHelsinki, FI6d ago
-
Bayesian Inference | Julia | MATLAB | Machine Learning | Neural NetworksFamily benefits | Health insurance | Occupational health care | Professional development | Relocation supportEntry-level Full TimeHelsinki, FI6d ago
-
Bioinformatics | Computational Biology | Data Analysis | Omics Data | Omics Data AnalysisAccess to unique patient derived datasets | Collaborative multidisciplinary team | Flexible research direction | International research environment | Supportive teamNone Full TimeHelsinki, FI15d ago
-
Bioinformatics | Cell analysis | Computational Biology | Data Analysis | Omics DataAccess to patient derived datasets | Collaborative multidisciplinary team | International research environment | Opportunities for mentorship and trainingNone Full TimeHelsinki, FI15d ago
-
Active Learning | Decision support | Distribution Shift | Foundation Models | Generative AIResearch environmentNone Full TimeOtaniemi, Finland25d ago
-
Differential Privacy | Machine Learning | Privacy-preserving | Privacy-preserving machine learning | Statistical AnalysisOccupational health care | Relocation support | Work-life balanceEntry-level Full TimeHelsinki, FI1mo ago
-
Ablation Studies | Attention Mechanisms | Computer Vision | Convolutional Neural Networks | Experimental DesignCompany events | Great place to work | Hackathons | Inclusive workplaceEntry-level InternshipTampere1mo ago
-
ASP Solver | Automated Reasoning | Inductive logic programming | Logic programming | Logical reasoningOccupational health care | Relocation support | Social benefits | Work-life balanceEntry-level Full TimeHelsinki, FI1mo ago
-
ASP Solving | Automated Reasoning | Inductive logic programming | Logic programming | Logical reasoningOccupational health care | Relocation support | Social benefitsEntry-level Full TimeHelsinki, FI1mo ago
-
Academic Writing | Computational Methods | Data Curation | Dataset Building | Network AnalysisAccess to computational infrastructure | Inclusive work culture | International collaboration opportunities | Occupational health care | Relocation supportMid-level Full TimeHelsinki, FI1mo ago
-
Data Curation | Dataset Construction | Network Analysis | Python | Qualitative researchOccupational health care | Research infrastructure access | Research supportSenior-level Full TimeHelsinki, FI1mo ago