Hi,
Posted by3 years ago
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I can't find a decent, recent blog post or article about what's a good laptop for datascience.
Would you mind answering the following questions ? I hope the thread will help others ! You'd better assume that I'm new to ML but will need some advanced techniques (feel free to explain why deep learning changes everything..), so that the answers help everybody ;)
Questions :
Note that I'm assuming you're not willing to use AWS for some reasons, because there are other threads about AWS and PC/AWS comparisons ;)
Thanks for your help !
Cheers !
Here are a few links that kind of help :
23 comments
If you’re looking for one of the best laptops as a software developer, you’ve come to the right page. With this list, we’ve found all the best laptops for programming, whether you’re trying your hand at HTML, CSS, JavaScript or VB.
There are a few things you need to think about before you buy one of the best laptops. When you’re programming, you’re going to need one of the best processors, as that horsepower goes a long way when you’re compiling code. Sure, most modern laptops will feature plenty of cores, threads and high clock speeds, but you should still aim for the fastest processor you can afford.
And, then there’s memory. You absolutely need at least 8GB, and it needs to be fast. YOu should also think about storage: one of the best SSDs is essential, as it will shave minutes off your project with all the files and apps you’ll open.
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Bus signal roh werte. You won’t necessarily need the fastest graphics chip on the market, but if you want to do some gaming in your down time, go for it. Modern Intel hardware comes with integrated graphics that are more than good enough for anything you’ll encounter while programming.
Oh, and do yourself a favor and make sure you’re getting one of the best keyboards. Programming involves a lot of typing, so you may as well be comfortable while doing it. And, a high resolution display will help make sure your code is easy on the eyes. So, without further ado, here’s our list of the best laptops for programming in 2019.
1. Toshiba Portege Z30-C-138 laptop
CPU: 2.5GHz Intel Core i7-6500U | Graphics: Intel HD Graphics 520 | RAM: 16GB | Screen: 13.3-inch, 1920 x 1080 pixels | Storage: 512GB SSD
Exceptional connectivity
Doesn't have the best input peripherals
The best laptop for programming needs to have plenty of power and memory, long battery life, a comfy keyboard and monitor and the ability to handle multiple monitors. It also needs reliable post-sale support, so you aren’t out of commission whether you’re in Paris or San Francisco. And, the Toshiba Portege Z30-C-138 is all of the above. It has a fast processor, plenty of SSD space and 16GB of RAM. And, to top it all off it manages 11 hours of battery life and even packs a 4G/LTE modem. Trust us, if you’re looking for a laptop for programming, you can’t go wrong here.
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2. Lenovo ThinkPad E470 laptop
CPU: 2.7GHz Intel Core i7-7500U | Graphics: Intel HD Graphics 620 | RAM: 16GB | Screen: 14-inch, 1920 x 1080 pixels | Storage: 256GB SSD
Outstanding value for money
No high capacity battery option
With the ThinkPad E470, Lenovo took an existing form factor and refined it. Now, powered by 7th-generation Intel Kaby Lake processors, this is one of the best laptops for programming. It also features a lovely 14-inch anti-glare display, powered by a discrete Nvidia GeForce 940MX GPU, a spill resistant keyboard and Lenovo’s signature TrackPoint. The Lenovo E460, then, tops all of this off with enough ports and expansion capabilities to keep the average user happy for years to come.
3. HP 255 G5 laptop
A great mid-range laptop for programming
CPU: AMD A6-7310 | Graphics: AMD Radeon R4 | RAM: 4GB | Screen: 15.6-inch, 1366 x 768 pixels | Storage: 1TB HDD
3 year Next business day onsite warranty
Low resolution
The 255 G5 is HP's entry-level business laptop and is a solid candidate should you be looking for a straightforward, reliable, laptop for programming at a bargain price. The RAM is a little on the low side, but that can be upgraded later on, and there's no denying that this is an excellent laptop for coding on. If you want a similar programming laptop with an Intel processor, rather than AMD, then the HP 250 G5 is worth looking into. There are various configurations of both the HP 255 G5 and the HP 250 G5, so it's worth shopping around and finding one with the right components for your needs.
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![]() 3. 13-inch MacBook Air (2018)
CPU: Dual-core Intel Core i5 | Graphics: Intel UHD Graphics 617 | RAM: 8GB – 16GB | Screen: 13.3-inch, 2,560 x 1,600 Retina display (backlit LED, IPS) | Storage: 128GB – 1.5TB PCIe 3.0 SSD | Dimensions: 11.97 x 8.36 x 0.61 inches (30.41 x 21.24 x 1.56cm; W x D x H)
Small, lighter design
A bit underpowered
We’ve been waiting years for a new MacBook Air, and it’s finally here. Now thinner, lighter and with a Retina display for the first time, it’s easily the best MacBook Air we’ve ever used. Thanks to improved hardware for better performance (including 8th-generation processors, more RAM and faster SSDs) and an affordable price, the 2018 MacBook Air is a brilliant laptop for programming on. It keeps that same light and slim design which means it's easy to sling into a bag and carry around with you, but it also has enough oopmh to make programming on it a joy. The improved screen and higher resolution makes it far more comfortable to work on as well.
5. MacBook Pro (15-inch, Mid-2018)
CPU: 6-core Intel Core i7 - i9 | Graphics: AMD Radeon Pro 540X - 560X, Intel UHD Graphics 630 | RAM: 16 - 32GB | Screen: 15.4-inch, 2,880 x 1,800 Retina display | Storage: 512GB - 4TB SSD
Powerful 6-core processor
Expensive
When you’re looking for the best laptop for programming, especially if you’re developing software for macOS, you’re eventually going to find yourself looking at the MacBook Pro. And, the new MacBook Pro, with its hexa-core processor and heaps of RAM, is the most powerful MacBook that the Cupertino tech behemoth has ever birthed. No matter how extraneous your workload is, no matter what you’re trying to develop, you’re going to be able to get it done on the new 15-inch MacBook Pro, and we’d recommend it to any software developer – as long as they had the budget for it.
Read the full review: MacBook Pro (15-inch, Mid-2018)
See more like this: The best Macs 6. Microsoft Surface Pro 6
CPU: 5th-Generation Intel Core i5-i7 | Graphics: Intel UHD Graphics 620 | RAM: 8-16GB | Screen: 12.3-inch, 2,736 x 1,824 PixelSense display | Storage: 128GB-1TB SSD | Connectivity: 802.11ac Wi-Fi; Bluetooth 4.1 | Camera: 8MP rear-facing, 5MP front-facing | Weight: 1.73 pounds | Size: 11.5 x 7.93 x 0.33 inches (W x D x H)
Quad-core processor
No USB-C
Sometimes you just have to work on the go, and in those situations, you’ll be thankful for the Microsoft Surface Pro 6. With its quad-core processors and plentitude of RAM, you’ll be able to compile code quickly and efficiently, even when you’re on the move. Just keep in mind that you’ll have to pay extra for the Type Cover – you’re not going to want to get any coding done on a touch screen, trust us.
Read the full review: Microsoft Surface Pro 6
7. Google Pixelbook
CPU: 7th-generation Intel Core i5-i7 | Graphics: Intel HD Graphics 615 | RAM: 8-16GB | Screen: 12.3' LCD 2400x1600 (235 ppi) | Storage: 128GB, 256GB, or 512GB SSD
Beautiful design
Chrome OS not as refined as other operating systems
Sure, it’s a Chromebook, and while that may put some people off, the Google Pixelbook is powerful (and beautiful) enough to hang with the Surfaces and MacBooks of the world. Now, while ChromeOS is admittedly not as good a place to program as Windows or macOS, the Pixelbook’s support of Android makes it a must-own laptop for any Android developer. The fact that this laptop succeeds the now discontinued Google Chromebook Pixel, which was designed by and for Google’s own developers, should give it some street cred in the eyes of coders.
Read the full review:Google Pixelbook
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8. Asus Chromebook FlipBest Machine Learning Laptop Download
CPU: Intel Pentium 4405Y – Intel Core m3-6Y30 | Graphics: Intel HD Graphics 515 | RAM: 4GB | Screen: 12.5-inch, FHD (1,920 x 1,080) LED backlit anti-glare | Storage: 32GB – 64GB eMMC
Gorgeous screen
Tactile keyboard
While it doesn’t run Windows or macOS, the Asus Chromebook Flip is powered by Chrome OS, a super lightweight operating system based on the Chrome web browser. The Chromebook Flip is one of the best Chromebooks out there, solely because it offers a premium build, a great touchscreen and reasonably powerful components for the price. And, while Chrome OS doesn’t feature many robust programming tools, the Asus Chromebook Flip is one of the best Asus laptops for programming if you’re deep into web development.
Read the full review:Asus Chromebook Flip C302
9. Microsoft Surface Book 2 (13.5-inch)
Cara buat menu di blog. The most powerful 2-in-1 laptop in the world
CPU: Intel Core i5-7300U - Intel Core i7-8650U 1.9GHz | Graphics: Intel UHD Graphics 620; Nvidia GeForce GTX 1050 (2GB GDDR5 VRAM) | RAM: 8GB – 16GB | Screen: 3,000 x 2,000 (267 ppi) PixelSense display, 3:2 aspect ratio | Storage: 256GB – 1TB SSD
Very good battery life
Pricey
The Surface Book 2 is an excellent choice for any coders out there, as Microsoft has crafted one of the most powerful 2-in-1 laptops on the planet. The Surface Book 2 has components powerful enough to handle pretty much everything you could throw at it – including some light gaming in your down time. If you’re looking for a larger display,there’s a 15-inch model, which also features beefier components – albeit at a higher price tag.
Read the full review: Microsoft Surface Book 2 (13.5-inch)
10. Apple MacBook Pro (13-inch, 2018)
Thin, light and extremely fast
CPU: 8th-generation Intel Core i5 – i7 | Graphics: Intel Iris Plus Graphics 655 | Screen: 13.3-inch, 2,560 x 1,600 pixels | Storage: 128GB – 2TB SSD
Great battery life
Computer For Machine Learning
Non-touch bar model wasn’t updated
If you need a macOS device that’s fast, but still light enough to carry around with you wherever you go, you’re going to love the MacBook Pro 13-inch. This isn’t just one of the best laptops for programmers, this is one of the best Macs that we’ve ever used. If you need to code on the go, the quad-core processors and up to 16GB of RAM mean you’ll work fast, while the thin and light design means you won’t be held back. We can’t recommend it enough.
Read the full review:MacBook Pro (13-inch, 2018)
Check out our laptop buying guide video below.
You will not be able to use just a laptop for efficiently training deep neural networks.
Best Laptop For Machine Learning 2018 India
This is what I myself do to train neural nets. I design them on my MacBook Air, and then train it on an AWS instance. For guidance on how to do this, see this article which I wrote recently: Semantic Segmentation of Urban Street Scenes in Mathematica.
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