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Ask HN: How to Choose a Laptop for ML and Deep Learning?

3 pointsby aaossaabout 8 years ago
Hi HN,<p>I&#x27;m currently looking forward to join a master&#x27;s program after my current career (in the lines of software engineering). I want to be ready to work with machine learning and deep learning libraries and be able to develop state of the art programs.<p>My problem is that I don&#x27;t know what requirements should I be looking for in a laptop. What do you use? Do you have any laptop recommendation?<p>Everything is useful :)<p>Thanks!

2 comments

T-Aabout 8 years ago
If it has to be a laptop, one along these lines: <a href="https:&#x2F;&#x2F;www.nvidia.com&#x2F;en-us&#x2F;geforce&#x2F;products&#x2F;10series&#x2F;laptops" rel="nofollow">https:&#x2F;&#x2F;www.nvidia.com&#x2F;en-us&#x2F;geforce&#x2F;products&#x2F;10series&#x2F;lapto...</a><p>You&#x27;ll want a good GPU to train deep neural nets, and most libraries require one with CUDA support, i.e. an NVIDIA card.<p>The GTX 10 series essentially dropped the distinction between desktop and mobile cards, so you won&#x27;t be giving up as much <i>peak</i> performance as in the past by getting a laptop. I still prefer to do such things on a desktop system with plenty of power and cooling headroom, where running at full tilts for hours or days on end is not a problem. Doing the same on a laptop feels like asking for trouble.
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stevenaleachabout 8 years ago
A machine learning laptop doesn&#x27;t make a lot of sense - you won&#x27;t find a laptop with a comparable GPU. Really, the answer is whatever you are comfortable working on - you&#x27;ll be connecting to a server or AWS GPU instance to actually train any large net and generally writing and testing on a laptop. That being said, get anything with an NVIDIA card (for the time being everything runs on CUDA) or that testing will be done on the CPU, though perhaps there will be libraries supporting OpenCL down the road.
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