{"id":null,"code":"KTEK0055","name":{"valueFi":"Machine Learning for Mechanical Engineering","valueEn":"Machine Learning for Mechanical Engineering","valueSv":"Machine Learning for Mechanical Engineering"},"credits":5.0,"minCredits":5,"maxCredits":5,"tags":[{"code":"KEKE","title":{"valueFi":"Kestävä kehitys","valueEn":"Sustainable development","valueSv":"Sustainable development"}}],"createdAt":1790537233825,"contentList":[{"title":{"valueFi":"Osaamistavoitteet","valueEn":"Learning outcomes","valueSv":""},"content":{"valueFi":"After the course, the student will be able to apply the basic principles of machine learning in the analysis and design of learning algorithms, employ them in classification and regression problems, and evaluate the performance of data-driven models. The student will also be able to design their own machine learning algorithms, applying concepts and tools that allow the deployment of sustainable strategies in mechanical engineering.","valueEn":"After the course, the student will be able to apply the basic principles of machine learning in the analysis and design of learning algorithms, employ them in classification and regression problems, and evaluate the performance of data-driven models. The student will also be able to design their own machine learning algorithms, applying concepts and tools that allow the deployment of sustainable strategies in mechanical engineering.","valueSv":"After the course, the student will be able to apply the basic principles of machine learning in the analysis and design of learning algorithms, employ them in classification and regression problems, and evaluate the performance of data-driven models. The student will also be able to design their own machine learning algorithms, applying concepts and tools that allow the deployment of sustainable strategies in mechanical engineering."}},{"title":{"valueFi":"Sisältö","valueEn":"Content","valueSv":""},"content":{"valueFi":"Fundamentals of machine learning: types of learning, classification, regression. Basic Learning algorithms. Underfitting and overfitting. Regularization. Model performance assessment. Artificial neural networks. Unsupervised learning. Reinforcement learning. Learning from sensor data. Machine learning applications in mechanical engineering.","valueEn":"Fundamentals of machine learning: types of learning, classification, regression. Basic Learning algorithms. Underfitting and overfitting. Regularization. Model performance assessment. Artificial neural networks. Unsupervised learning. Reinforcement learning. Learning from sensor data. Machine learning applications in mechanical engineering.","valueSv":"Fundamentals of machine learning: types of learning, classification, regression. Basic Learning algorithms. Underfitting and overfitting. Regularization. Model performance assessment. Artificial neural networks. Unsupervised learning. Reinforcement learning. Learning from sensor data. Machine learning applications in mechanical engineering."}},{"title":{"valueFi":"Suoritustavat","valueEn":"Study methods","valueSv":""},"content":{"valueFi":"Exam, project report","valueEn":"Exam, project report","valueSv":""}},{"title":{"valueFi":"Toteutustavat","valueEn":"Course unit methods","valueSv":""},"content":{"valueFi":"Lectures, online materials, project.","valueEn":"Lectures, online materials, project.","valueSv":""}},{"title":{"valueFi":"Oppimateriaalit","valueEn":"Learning material","valueSv":""},"content":{"valueFi":"Burkov, A., The Hundred-Page Machine Learning Book, 2019.\r\nGoodfellow, T., Bengio, Y.  and Courville A., Deep Learning, MIT Press, 2016.\r\nSutton, R.S. and Barto, A.G., Reinforcement Learning: An Introduction, 2nd Edition, MIT Press, 2018.\r\nScientific articles. \r\nMaterial provided by the teacher.","valueEn":"Burkov, A., The Hundred-Page Machine Learning Book, 2019.\r\nGoodfellow, T., Bengio, Y.  and Courville A., Deep Learning, MIT Press, 2016.\r\nSutton, R.S. and Barto, A.G., Reinforcement Learning: An Introduction, 2nd Edition, MIT Press, 2018.\r\nScientific articles. \r\nMaterial provided by the teacher.","valueSv":""}},{"title":{"valueFi":"Lisätiedot","valueEn":"Further information","valueSv":""},"content":{"valueFi":"","valueEn":"","valueSv":""}},{"title":{"valueFi":"Kurssikirjallisuus","valueEn":"Literature","valueSv":""},"content":{"valueFi":"","valueEn":"","valueSv":""}},{"title":{"valueFi":"Esitietovaatimukset","valueEn":"Qualifications","valueSv":""},"content":{"valueFi":"","valueEn":"BSc in mechanical engineering or similar","valueSv":""}},{"title":{"valueFi":"Arviointiasteikko","valueEn":"Assessment scale","valueSv":""},"content":{"valueFi":"0-5","valueEn":"0-5","valueSv":"0-5"}},{"title":{"valueFi":"Arviointikriteerit","valueEn":"Assessment criteria","valueSv":""},"content":{"valueFi":"50 % exam and 50% project report","valueEn":"50 % exam and 50% project report","valueSv":""}},{"title":{"valueFi":"Arviointikriteerit 2","valueEn":"Assessment criteria 2","valueSv":""},"content":{"valueFi":"","valueEn":"","valueSv":""}},{"title":{"valueFi":"Arviointikriteerit 3","valueEn":"Assessment criteria 3","valueSv":""},"content":{"valueFi":"","valueEn":"","valueSv":""}},{"title":{"valueFi":"Arviointikriteerit 4","valueEn":"Assessment criteria 4","valueSv":""},"content":{"valueFi":"","valueEn":"","valueSv":""}},{"title":{"valueFi":"Kielet","valueEn":"Languages","valueSv":""},"content":{"valueFi":"englanti","valueEn":"English","valueSv":"engelska"}},{"title":{"valueFi":"Taso","valueEn":"Level","valueSv":""},"content":{"valueFi":"Syventävät opinnot","valueEn":"Advanced Studies","valueSv":""}},{"title":{"valueFi":"Oppiaine","valueEn":"Subject","valueSv":""},"content":{"valueFi":"Konetekniikka","valueEn":"Mechanical Engineering","valueSv":"Mechanical Engineering"}},{"title":{"valueFi":"Vastuuhenkilöt","valueEn":"Person in charge","valueSv":""},"content":{"valueFi":"Wallace Moreira Bessa","valueEn":"Wallace Moreira Bessa","valueSv":"Wallace Moreira Bessa"}},{"title":{"valueFi":"Luokittelu","valueEn":"Classification","valueSv":""},"content":{"valueFi":"Kestävä kehitys","valueEn":"Sustainable development","valueSv":"Sustainable development"}},{"title":{"valueFi":"Linkit","valueEn":"Links","valueSv":""},"content":{"valueFi":"","valueEn":"","valueSv":""}}]}