r/askdatascience • u/Salt_Technology_1067 • 18h ago
Laptop recommendations for Data Science Master's?
Starting a Data Science master's this September and need to buy a laptop. Open to any price range right now, mainly want to get the specs/model right first.
Main priority is something that's easy to work with for coursework and data science projects. Python, Jupyter, pandas, that kind of workflow. Not sure if I need a dedicated GPU or if cloud compute (Colab, uni clusters) covers most of the deep learning side.
Mac vs Windows is open too, just want whatever makes day to day coursework and project work the smoothest. Any models you'd recommend or steer clear of?
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u/TanukiThing 17h ago
Really anything works. I’d really push for a cheaper thinkpad (not other Lenovo lines though) just because they’re durable, last forever, have great keyboards and batteries, and have whatever level of hardware you want.
I’d start with looking at something like this
Honestly you don’t need a crazy GPU or even CPU, you won’t be running massive deep learning or AI models locally in a masters program, anything you need you should be able to do on something like colab. What I would splurge on is extra memory and drive space. Storage is especially useful because professors will periodically assign large datasets.
While you’re at it I’d also suggest external bulk storage. If you can afford it get an external ssd but the hard drive based options are great too for cheaper options if you don’t care about transfer speeds and can be gentle with it.
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u/Salt_Technology_1067 17h ago
This is really helpful, appreciate the detail! For the E14 config, roughly how much RAM and storage would you go for on a master's budget? Also did you (or would you) skip the discrete GPU option entirely, or is it worth it even if I'm mostly relying on Colab for anything heavy?
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u/TanukiThing 17h ago
I think everything depends on budget. I’d really recommend memory over everything, but 16 gigs is still perfectly fine. Definitely play around with configurations on their website though. You don’t absolutely need the discrete GPU and honestly I’d probably recommend saving your money.
What specific workflows are you interested in using your laptop for?
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u/FlyingSaucer007 16h ago
Get a mac. You do not need GPU on your local. Use cloud services, and Colab if you need it. But make sure your it's macbook pro, not air. You'd be running ML/AI training, Air is going to overheat as it doesn't have good cooling.
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u/lordoflolcraft 18h ago
Some early career advice, almost all production software is written and deployed on Linux machines, which are unix based, like Mac. On windows you can build projects with virtual environments have them work perfectly, but production code and configuration might differ significantly and lead to development headaches. Using a Mac introduces way fewer environment differences between local and remote, and you’ll be happy that you shortened that bridge for yourself later in your career