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[D] I want to write my Bachelor Thesis about Topology optimization using Machine Learning and have some questions.

Hi,

I’m studying mechanical engineering and always have been interested in machine learning. I got through some basic tutorials online, the Google Crashcourse and currently am digging through the Hands-on Machine Learning book from Aurelien Geron as a side project of mine.

Right now I kind of want to apply my learned knowledge in my bachelor thesis. I will write it in the chair of Optimization of mechanical structures at my university and my professor proposed, that I pick Topology Optimization using deep learning as my topic.

Now my question: Is it possible, that I succeed in doing this project? I’m kind of intimidated, mainly because I never made my own project and/or did scientific research to such extend, but I like a challenge if it’s a realistic one. I have around 4 1/2 -5 Months.

If it’s possible :

What material should I get into? It seems, that a CNN will be the best bet for that project, any advice for that field?

If not:

Could you think of another topic I could pick, combining my knowledge of Machine Learning with Optimization of Mechanical Structures?

Thanks in advance

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