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Interesting. I was going to go through their yearly conference talks to get an sense of Julia’s capabilities. JuliaCon2019 etc on youtube. Is that the best way?

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Possibly. On this topic (machine learning, differentiable programming, GPU and parallel computing) I'd recommend the following videos:

https://youtu.be/FGfx8CQHdQA

https://youtu.be/OcUXjk7DFvU

https://arxiv.org/abs/1907.07587

https://youtu.be/7Yq1UyncDNc

https://youtu.be/_E2zEzNEy-8

https://youtu.be/6ntJ_al4oXA

https://youtu.be/HfiRnfKxI64

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