Top 13 best laptop for data science in Canada

You will undoubtedly require a laptop if you are studying Data Science and Machine Learning. This is due to the fact that you must develop and run your own code in order to gain hands-on experience. When portability is taken into account, a laptop is preferable to a desktop computer.

Choosing the right processor (CPU)

Consider purchasing newer-generation processors wherever possible. AMD 5th Gen (5000 Series) processors and Intel 11th Gen processors are currently available. Other alternatives include Intel 8th Gen, Intel 10th Gen, AMD 3rd Gen (3000 Series), and AMD 4th Gen (4000 Series) processors. Newer-generation CPUs, on the other hand, significantly improve processing power, new hardware compatibility, power efficiency, and thermal management.

Choosing the right RAM

The majority of people believe this. However, keep in mind that increasing the capacity of your RAM does not speed up your computer. Higher RAM capacities will allow you to multitask. It is recommended that you have at least 8 GB of RAM. I do not recommend 4 GB RAM because the operating system consumes around 3 GB of the RAM, leaving only 1 GB accessible for other work. Upgrade to 12 GB or 16 GB if you can afford it and your laptop supports it. For big data analytics, you’ll frequently want to deploy virtual operating systems on your laptop. Such virtual operating systems necessitate a minimum of 4 GB of RAM. The current operating system consumes approximately 3 GB of RAM. In this situation, 8 GB of RAM will be insufficient, and 12 GB and 16 GB are ideal possibilities.

The suggested speed is 2666 MHz. Don’t go any lower. Modern DDR-4 RAMs have a bus speed of 3200 MHz. The faster your PC, the faster the bus.

Determine Your Budget: How Much Do You Need to Spend?

Don’t care about cutting-edge design or high-performance components? You might be content with a low-cost laptop. The market today is inundated with basic yet fully-featured versions with list costs under $500. Shopping holidays such as Prime Day and Black Friday, as well as genuine holidays such as Presidents’ Day, bring frequent bargains, further lowering some of these models. Most of them will be good with word processing and e-mail checking, but they will struggle with other duties, such as having multiple online browser tabs open at the same time.

Increasing your budget to roughly $1,000 will get you access to practically all of the cutting-edge capabilities available on contemporary laptops. These feature a thin, durable aluminum chassis, beautiful touch-enabled 4K displays, powerful processors and graphics chips, and long-lasting batteries. The main drawback in this pricing range is that you’ll have to prioritize which features are most vital. At this price, you might be able to get a laptop with a stunning 4K display or a massive terabyte of solid-state storage, but not both.

If you have $2,000 or more in your piggybank, you can have practically any combination of features you wish. Even the most powerful laptop money can buy must follow the rules of physics. Powerful gear generates heat, and the cooling methods required by such components take up space. Hardcore gamers looking for a 17-inch display and a blazing-fast graphics engine that necessitates huge cooling pipes and fans won’t find it in a tiny, light laptop.

IT-manageable, security-conscious corporate laptops—primarily those built by Dell, HP, and Lenovo—have their own pricing dynamic, and they tend to cost a little more when everything else is equal. This is due to its more robust build quality, premium warranty or support plans, enterprise-specific silicon focused on manageability or security, fingerprint or face-recognition login features, and more rugged build quality.

Which Operating System Should I Install on My Laptop?

Most laptops you’ll find in-store or online will run Windows 10 (unless the seller is called “Apple”), but Microsoft’s best-known product isn’t always the ideal operating system for everyone. Because of Google’s Chrome OS’s recent ascension through the ranks of budget laptops, there is now an alternative to Windows at every price point. The tipping point for non-Windows laptops is roughly $1,000; above that, a MacBook is your major choice to a Windows 10 machine; below that, a Chromebook.

Chrome OS laptops are now the leading alternatives to low-cost Windows 10 computers. A Chromebook could be a good deal for someone who only wants a laptop to watch movies, generate text documents, write emails, and play with simple spreadsheets. Because cloud services like Google Drive can handle the majority of your storage and processing demands, the only elements you’ll truly need from your laptop with a Chromebook are a decent screen and a comfortable keyboard. And, if you insist on key creature comforts, you can now purchase midrange Chromebooks with full-HD (1080p) displays and comfy keyboards just as easily as bargain-basement ones.

If you’re okay with conducting your day-to-day computing life on macOS, an Apple MacBook might be the way to go for folks with comparable needs but higher budgets. You won’t find a “cheap” MacBook in the Apple lineup, but you will find good industrial design, uniformly excellent battery life, and a plethora of built-in apps to manage your multimedia collection and sync with your iCloud account and the rest of your Apple devices.

Higher-end MacBook Pros are also suitable for multimedia creators, with a 16-inch Retina display and CPUs up to Intel’s Core i9. One of the most important disadvantages of Mac laptops is the absence of touch-screen functionality, which is available on some Chrome OS and Windows 10 devices.

A Windows-based machine provides the most software, including most AAA games; on macOS, the subset of popular, first-rank game titles is substantially less, while games on Chrome OS are confined to what runs in a browser, or those you can download as an Android app or via the Chrome Web Store. A Windows system also has the most form-factor options. A few Chromebooks include detachable or foldable keyboards that allow them to be used as tablets, although Windows has a much larger assortment of similar flexible physical designs.

Indeed, the large variety of Windows 10 devices means that Microsoft’s operating system gives you the most flexibility in selecting a laptop, period. The majority of the rest of your purchasing decisions, which we’ll discuss next, are thus mostly applicable to Windows machines. (However, we’ll make a mention when Macs or Chromebooks offer a similar feature.)

What’s an Ideal Size and Weight?

Most people looking for a general-purpose laptop should go for one that is half an inch thick and weighs no more than 3 pounds. In general, these are the maximum dimensions and weight that a laptop can have to be considered ultraportable, and for most users, portability is critical to maximizing use and enjoyment.

In most cases, aiming for that weight and thickness will limit the screen size to 13 or 14 inches, though a few devices with 15-inch or larger screens currently fit into the ultraportable category. Most of these screen sizes are available in either the traditional “clamshell” laptop shape or a 2-in-1 convertible design. The latter includes a hinge that allows the screen to spin 360 degrees, allowing you to use it as a makeshift tablet or set it up like a tent to watch movies.

Smaller displays, such as 10 or 11 inches, are available on some Windows and Chrome OS laptops. Some of them are not laptops in the traditional sense, but rather tablets with detachable keyboards. Avoid these designs unless you’re expressly searching for a part-time tablet or the lightest possible laptop. They’re lighter than most 13-inch ultraportables, typically weighing less than 2 pounds, but they’re not as good as tablets as the Apple iPad, and their detachable keyboards mean they’re not very good as laptops, either—typing on most of them is substandard.

17-inch behemoths are at the other end of the size scale. They primarily appeal to avid gamers, but you can occasionally get a 17-inch productivity computer or workstation if you prefer a larger screen for other reasons. At the sacrifice of size and weight, a 17-inch laptop can roughly imitate the experience of a desktop. Some of these designs weigh more than 8 pounds and are more than an inch thick. A 17-inch monitor is an option if you want to keep your gaming equipment on your desk and rarely move it. A 15-inch laptop should suffice for most gamers.

What Kind of Laptop Screen Do I Need?

Over the last decade, laptop screens have become denser, squeezing more pixels into the same area. This results in crisper writing, sharper onscreen visuals, and, in many cases, more vibrant colors. Although display density is occasionally represented in pixels per inch (ppi), the primary criterion that characterizes a laptop screen is its native resolution, which is defined in horizontal by vertical pixels.

The majority of laptops that cost $500 or more feature screens with at least “full HD” quality. They are sometimes known as “1080p” displays because they have a resolution of 1,920 by 1,080 pixels (or, in certain circumstances, 1,920 by 1,200 pixels) and use LCD panels that use in-plane switching (IPS) technology. The quality of IPS displays varies, but they are best known for maintaining great image quality when seen from an oblique, or off-side, aspect. Thin-film transistor (TFT), the other major screen type in modern laptops (and the one commonly found in gaming-oriented devices), has a tendency to change colors or appear faded when not viewed directly on.

This is important if you frequently share the contents on your screen with others, such as when giving impromptu presentations.

Cheap Windows and Chrome OS laptops will typically have lower-resolution thin-film transistor (TFT) displays (1,280 by 720 pixels and 1,366 by 768 are common figures), which means text will be less sharp and colors may be less vibrant than you’ve come to expect from your smartphone or TV. If you don’t care about image quality, a lower-resolution display may be an acceptable trade-off in your quest to save money.

You can go higher than full HD for the sharpest writing and the most vibrant colors. Many high-end laptops now include 4K native resolution displays (often 3,840 by 2,160 pixels) as standard or optional additions. These screens usually employ the same IPS technology as full HD panels, although a few also use OLED technology, which is found in high-end smartphones. OLED screens are expensive, and their deep blacks and opulent colors are ideally suited for moviegoers.

People who intend to use their laptops in brightly lit rooms or outdoors will want to ensure that the panel has a maximum brightness level of at least 500 nits, regardless of whether the screen is OLED, IPS, or TFT.

Should I Invest in a Touchscreen?

To take advantage of the touch-screen functionality in Windows 10 and Chrome OS, you’ll need a touch-enabled laptop and possibly a digital stylus to write or draw on it. Some Windows 10 laptops are available in both touch and non-touch models, so carefully read the specifications before purchasing. Touch support is often available on glossy screens, although most matte screens designed to filter out glare from ambient lighting do not.

Because many gaming laptops have matte displays, touch compatibility is far more difficult to come by. However, several gaming laptops above the budget level do include high-refresh-rate screens. Hardcore gamers or esports enthusiasts searching for silky-smooth images to offer them a competitive edge will want to maximize the number of frames per second that their screen can display, which they can achieve by choosing a panel with a refresh rate of 120Hz or higher.

However, before you spend a significant premium for a high-refresh screen, make sure that the graphics processor, or GPU, is powerful enough to drive the types of games you play at a high enough frame rate to make a difference. Standard laptop screens have refresh rates of 60Hz, and if you’ll be playing games at 60 frames per second or less, a high-refresh screen won’t provide any value.

Regardless of the CPU used in a laptop, it is normally intended to consume less power and emit less heat than its desktop equivalent. Intel laptop CPUs in the latest mainstream, lightweight laptops often utilize 15 watts or less of electricity, compared to 45 watts or more in their desktop counterparts.

Gaming laptops typically have higher-powered CPUs, which are commonly designated by a “H” in the model name of the CPU. These require more cooling systems and spend more energy, but provide performance comparable to a desktop PC. H-series CPUs are available from both AMD and Intel.

Getting into laptop-processor specs may become very technical, but for a decent overview that doesn’t overwhelm, check out our guide to choosing a laptop CPU that fits what you do.

Which Laptop CPU Do I Need?

Most $1,000 ultraportables are powered by Intel Core i5 or Core i7 processors, or, less typically, AMD Ryzen 5 or Ryzen 7 processors. All of these provide enough performance for normal computing work, but keep in mind that higher CPU model numbers often signify more processing cores, greater maximum clock speeds, and, in some cases, multithreading. Multithreading allows each CPU core to process two sets of software instructions at the same time, rather than simply one. Modern software is designed to use as many CPU cores as feasible in order to operate quicker on multithreaded CPUs.

Budget laptops, on the other hand, often feature AMD’s A-series or Ryzen 3 CPUs, or Intel’s Celeron, Core i3, or Pentium chips. These are often made up of only two or four separate cores. High-end powerhouse laptops, on the other hand, include Intel’s Core i9 or workstation-class Xeon CPUs with up to eight cores.

  1. Apple MacBook Air M1 2020
Apple MacBook Air (M1, 2020) | TechRadar

This is our top choice for individuals looking for a MacOS laptop for everyday use. In the first half of 2020, the MacBook Air was updated with new Intel processors and, most crucially, a new keyboard. However, Apple revealed in November that its new domestic M1 processors would replace Intel’s CPUs in the Air. Using Apple’s M1, the startup promises an operating system with improved performance and up to 18 hours of battery life. The Intel-based variants, on the other hand, will remain available, and regardless of which processor powers the Air, you’re getting a wonderful small Mac laptop starting at $999. More information on the new M1-based MacBook Air may be found here.

  1. Lenovo Yoga 7i
Lenovo Yoga 7i Price (03 Sep 2021) Specification & Reviews । Lenovo Laptops

This sleek, 3-pound convertible is an excellent choice for anyone who needs a laptop for office or academics and is regularly available for less than $700. It features a quality look and feel thanks to the all-metal chassis, as well as a comfortable keyboard and a quick, smooth precision touchpad. Though it lacks the added features of its premium linemate, the Yoga 9i, it does sport one of Lenovo’s sliding shutters for its webcam, which provides privacy when desired. It also has a lengthy battery life.

  1. Dell XPS 13 2020
Dell XPS 13 (2020) review | Laptop Mag

The Dell XPS 13 is a long-time favorite due to its size, weight, and performance, as well as its overall attractive looks. Dell reduced the size of the laptop even further in 2020, while enhancing performance for both CPU and graphics-intensive applications. Although it is not a significant improvement, the Dell XPS remains the finest in its class. For those looking for the most up-to-date Intel CPUs, the Dell XPS 13, as well as the company’s XPS 13 2-in-1 (also a wonderful choice), are available with the chipmaker’s 11th-generation Core processors, with Intel Core i3, Core i5, and Core i7 options. This Dell also comes with a variety of solid-state storage and RAM configurations, beginning with a 256GB SSD hard disk.

  1. Acer Chromebook Spin 713
Acer Chromebook Spin 713 | Laptops | Acer United States

Tired of squinting at papers or spreadsheets on a small widescreen display? The Acer Chromebook Spin 713 has a 13.5-inch 2,256×1,504-pixel touchscreen with a 3:2 aspect ratio, which is one of Acer’s brilliant VertiView displays. It gives you extra vertical workspace, as the name implies, but it still has the width of a conventional 13.3-inch laptop with a 16:9 aspect ratio. With that plus its battery life, which lasted nearly 13 hours in our tests, you’ll be able to get more done in a day – yet it’s still thin and light enough for daily use.

The most recent edition of this Chromebook is the first to receive Intel’s Evo certification, which means you’ll have the greatest mobile experience available with this model. It’s also the first to enable Thunderbolt 4, which allows you to connect to several external screens while also enabling fast data speeds and networking.

  1. HP Spectre x360 14
HP Spectre x360 14” 2-In-1 Convertible Laptop | HP® Official Site

The Spectre x360 14 we examined, which was co-engineered with Intel for its Evo platform, featured quick performance and a battery life of more than 14 hours. It includes a brilliant, 1,920×1,280-pixel-resolution, 13.5-inch touchscreen with a 3:2 screen ratio, which is roughly the same as a typical A4 sheet of paper and gives you around 20% more vertical viewing space than a 16:9 display, as well as an assortment of privacy protections. That implies you’ll be scrolling less while working. It also makes using it as a tablet more comfortable, especially with the accompanying active pen.

  1. Apple MacBook Pro (16-inch)
16-inch MacBook Pro - Space Grey - Apple (IN)

The combination of the larger MacBook Pro’s technology and MacOS extracts the maximum performance from the components while giving class-leading battery life in a way that Windows never manages to do, and the high-resolution display panel remains fantastic. Furthermore, the keyboard on this powerful laptop model employs scissor-style switches beneath the keycaps rather than the much-maligned butterfly-style switch. However, you must pay for it; the base price for the 16-inch edition of this premium laptop is $2,399 USD.

  1. Razer Book 13
Ultraportable Laptop - Razer Book 13

The Razer Blade Stealth Book 13 is a more office-friendly variant of the company’s Razer Blade Stealth gaming laptop, with a 13.4-inch display with a taller 16:10 aspect ratio, fast mobile performance, extended battery life, and numerous connectivity options to make working from home easier. Its high-quality construction rivals that of the greatest MacBooks, but, like an Apple, it’s not always the best laptop deal, even when compared to other premium laptops.

  1. Microsoft Surface Pro 7
Surface Pro 7+: Portable 2-in-1 Business Laptop - Microsoft Surface for  Business

Although it isn’t the Surface Laptop, the Surface Pro continues to hit all the right notes if you’re seeking for a do-it-all Windows tablet that can also function as a Windows laptop. This powerful Surface laptop has a 10th-generation Intel processor, fast Wi-Fi 6 connectivity, and a long battery life. This Surface is also the first in the line to include a genuine USB-C port.

  1. Acer Swift 3
Acer's Swift 3 is a solid laptop for students - The Verge

Thanks to the new AMD Ryzen 5 and Ryzen 7 processors, you may get a fantastic value for simple tasks like email, word processing, and much more. This low-cost laptop also includes a backlit keyboard, a fingerprint reader, and a USB Type-C port. The Acer Swift 3 is also a remarkably light laptop (less than 3 pounds) for a machine that costs less than $700.

Aside from this Acer Swift, we also like the Acer Aspire 5, which has a larger 15.6-inch display. The Acer Aspire 5 comes in a range of configurations starting at $400 and going up to $690 if you want entry-level discrete graphics for basic gaming and content creation.

  1. LG Gram 17
LG Gram 17 review: lighter than it looks - The Verge

There are no other 17-inch laptops that are as light and have such a long battery life. The Gram 17 lasted 13 hours on our streaming video test, outlasting the previous year’s model by 47 minutes. The addition of a 10th-generation Intel Core i7 processor boosts processor performance slightly over the 2019 version. This is paired with more powerful Intel Iris Plus integrated graphics, providing a bit extra speed for picture and video editing as well as casual gaming.

  1. Asus ZenBook 13 ASUS ZenBook 13 Ultra-Slim Laptop 13.3” FHD WideView, 8th-Gen  Intel Core i7-8565U Processor, 8GB LPDDR3, 512GB PCIe SSD, Backlit KB,  NumberPad, Military-Grade, Windows 10 - UX333FA-AB77 Royal Blue :  Everything Else

The Asus ZenBook 13 is a sleek yet unobtrusive 13.3-inch ultraportable with a small enough footprint to fit on a small table. You’ll get 12-plus hours of battery life depending on your configuration (it’s available with an Intel Core i5 processor or an 11th-generation Core i7 processor and 8GB RAM) and plenty of horsepower to get through regular office or school duties quickly. Furthermore, the ZenBook, like many of Asus’ laptops, includes a few gadgety extras that should make your life easier while you’re out and about.

  1. Lenovo Yoga 9i

Lenovo Yoga 9i (15-Inch) Review | PCMag
Although HP and Dell make outstanding premium two-in-one convertible laptops, their displays are smaller (13.5- and 13.4-inch). If you need a little more space for work or enjoyment, the Yoga 9i is a terrific option. It comes in 14- and 15.6-inch sizes with a range of configuration options, and everything about it is quick. Except for their battery lives, which are excellent and lengthy. They also include pens that charge and are stored in the body.

  1. Dell G15 Dell G5 15 Gaming Laptop (Windows 10 Home, 9th Gen Intel Core  i7-9750H, NVIDIA GTX 1650, 15.6" FHD LCD Screen, 256GB SSD and 1TB SATA, 16  GB RAM) G5590-7679BLK-PUS : Electronics

Dell reduced the number of models in its G-series gaming laptops from three to one – and it’s all for the better. Instead of having to decode the different feature and quality variations, there is only one chassis available in a variety of combinations with an 11th-gen Intel processor or AMD Ryzen 5000 H-series processor. All processors can be combined with up to a 6GB Nvidia RTX 3060, 8GB or 16GB of memory, and up to 1TB of storage. They’re essentially a less expensive version of its Alienware division, but they’re still capable of running the newest AAA titles. Prices fluctuate due to supply concerns, but they often begin under $1,000.

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