best os for python machine learning

Worried about getting the Best Os For Python Machine Learning? This is a detailed research on the best os for artificial intelligence. If your preference is the best os for scientific computing, then this article is perfect for you.


There is no conflict that Linux is a better option than Windows for programmers. But in this article, we will talk about which of the two operating systems is better for the role of a data scientist.

Best Os For Python Machine Learning

best os for artificial intelligence

1. Speed

90% of the world’s fastest supercomputers run on Linux, compared to the 1% on Windows. The computing power of Linux is much more than that of Windows, plus it comes with excellent hardware support. Data scientists run data so large in number that it gets difficult to handle. Windows is not a very good platform as it fails on the computing speed compared to Linux.

Another aspect is the use of Docker which lets one develop experiments that can run simultaneously without interfering with each other. It helps to create independent containers to run the algorithms, some of which are capable of running at a fast speed only on GPUs and not CPUs. To run the Docker containers on NVIDIA Docker, which is an NVIDIA GPU, one can only use a Linux host machine. For GPU-accelerated algorithms, Linux definitely wins.

2. Software

Linux has many software choices when it comes to doing a specific task compared to Windows. One could search for a text editor on Freshmeat and get a number of results. Software on Linux comes with more features and greater usability than software on Windows. 



3. Flexibility

Linux is highly flexible. It can be made to run on almost anything and everything. It has great flexibility of functionality. The amount of resources that it takes to run is much less than that of Windows. If Windows is given 8 gigs of RAM it runs poorly for functions as heavy as the job of a data scientist. Linux can use much less than this. Because of this, one can run on older hardware for longer without having to worry about new resources being available to one’s applications. Accessing, scrubbing and deploying data is far easier in Linux than in Windows. 

4. Free Applications

The Linux OS is free. Moreover, it is open-sourced. So data scientists, who are also generally avid enthusiasts of open-source projects, can contribute to the Linux community and suggest changes according to the work of data scientists. It has many applications and features suitable for the data science community. Not only one is getting the software for no charge but also has the option to modify the source code and add more features if you understand the programming language. Linux has all of the features you can need in an OS and it is fully hardware compatible. Regular users and programmers contribute applications all the time. The open source contribution could be a small modification or feature enhancement of an already existing software or it can even be a completely new application. Compared to Linux, Windows has considerably less number of free products. Windows is not free or open-sourced. Majority of the Linux software is free and open source. 

5. Presentations And Work Sheets

Linux has Libre Office but Windows’ Microsoft Office is much more powerful. When dealing with metadata, which is what data scientists are popularly known to do in their daily work life, there needs to be a good tool or set of tools for arranging data. Windows wins here with its Excel and easy presentation techniques. Word processing and handling spreadsheets is much easier in Windows.SEE ALSO

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6. Job Demand

Because of the speed of Linux, it is in high demand in data scientist’s or any software role’s job profile. Most data science companies use Linux because of the obvious advantages that it provides with analysing data. Most data scientists have their codes developed and deployed on the Linux OS. Having said that, there are also companies that use Windows as their OS so one should be flexible enough to adapt to both OSs. 

best os for scientific computing

7. Conclusion

Broadly speaking, it is not the OS that matters for efficient work in data science, but the tools and the environment that an OS provides for the work of a data scientist. A good OS will have a better number of tools. 

Apart from considering the similarity or differences in the number of tools available, other factors like speed also matter to decide what OS to go choose. To be on the safer side it is always better to go with a Linux system, over Windows. Linux is built to be more developer-friendly and gives much more flexibility over Windows.

BEST SITES LIKE ALIEXPRESS FOR ONLINE SHOPPING

AliExpress is a massively popular Chinese online retail service owned by Alibaba Group. It was launched in 2010 and hasn’t stopped its journey to becoming the ‘biggest online marketplace of the world‘ ever-since. AliExpress stands toe-to-toe even with Amazon in terms of buyers worldwide. It offers wholesale goods at direct-to-consumer prices from Chinese sellers.

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It also works as a great dropshipping model for a lot of e-commerce entrepreneurs. Along with a lot of good sides, AliExpress has some cons as well. The biggest problem is the shipping time of AliExpress orders, which is pretty long considering the goods come from China. Also, some orders can be very expensive after shipping charges and taxes.

So, it is a good thing to have some AliExpress alternatives whenever you don’t like its services. That’s why we are telling you about 21 best sites like AliExpress. Some of these websites offer cheaper prices and faster shipping on certain products. And, you can also use them to maintain a nice profit margin for your dropshipping business.

1. LIGHTINTHEBOX

LightInTheBox is the perfect AliExpress alternative as it is also a Chinese e-Store. It sells hot and trending products across the globe. Their products range from phone and electronics to fashion, jewelry, shoes, bags, and many other items. You can find almost anything here at a very cheap price.

The delivery time of LightInTheBox is also similar to AliExpress as their warehouses are located only in China. But, you may get a faster shipping time due to having fewer orders to ship. You can pay for your orders with PayPal, Western Union, or your credit card.

2. WISH

Wish is a widely popular online marketplace where you can buy almost anything. From clothing to footwear, electronics, healthcare items, and many more things, you can get them all for an incredibly cheap price. They are also known to offer great deals and coupons to their new customers.

Their shipping time is also faster than AliExpress as their products come from sellers located in small countries. Wish also provides an advanced rating system that is very helpful for both the consumers as well as sellers. It helps promote good ones.

3. OVERSTOCK

Overstock is a US-based online marketplace. It makes profit by selling wholesale products at a highly cheap price tag. A major portion of their stock is comprised of overstock from the major retailers or their seconds. You can find some really amusing deals here. The shipping time will also be lower as compared to the Chinese marketplaces. You can get your items within a week.

The product range of Overstock is incredible. You can find everything such as clothing, decor, kitchen appliances, and many more items. You can even find furniture and other big home items. So, you can use to fill your house with great stuff at a reduced price.

4. DEALEXTREME (DX)

DealeXtreme, more popularly known as DX, is an amazing online marketplace. The website works in a very similar manner as ‘Wish’ and sells cheap products coming directly from sellers. It has partnered with many small businesses and sells its products to a wide base of audience.

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The shipping time is a problem with DX also because their warehouses are located in China. Apart from this, you can get some really worthy deals on DX. You should always keep an eye on their clearance sales for the best prices.

5. GEARBEST

Gearbest is the perfect AliExpress alternative if you are looking to shop for the latest gadgets or electronic devices. It works with over 5000 Chinese brands and top suppliers to deliver the best products. It has products from top Chinese companies such as Xiaomi, Huawei, Lenovo, and many others. But, it isn’t just an electronic store.

You can also find a massive range of other products as well. The prices available on GearBest are reduced, and you can even reduce them with the available coupons. They also have warehouses in multiple countries. So, you can get faster shipping from the local warehouse.

6. BANGGOOD

BangGood is another Chinese e-commerce platform that provides worldwide shipping of cheap goods. You can find almost anything on this website, from clothing to electronics, and even home items. The prices available are marked down from their original prices. You can also get amazing deals during special clearance sales.

BangGood provides a free $20 coupon to every new user. The shipping time for BangGood orders is faster than AliExpress for certain products. However, the regular shipping time is similar.

7. CHINABRANDS

ChinaBrands is a widely popular Chinese e-Store where you can buy products at wholesale prices. You can find almost anything on this website at a highly affordable price. Their shipping prices are also low but you will get a long shipping time. It is the perfect website for buyers who want the lowest prices but can wait for their orders for at least a month.

Most of the ChinaBrands sellers run their factories from China, and their warehouses are located there only. This is the reason for the considerably long shipping time.

8. BONANZA

Bonanza is a unique American online marketplace where you can find a great range of products. They have over 20 million items from more than 50,000 sellers. It is a growing e-commerce store where even you can sell your items. It is a preferred platform by more than 20,000 entrepreneurial sellers. You can find some really amazing handcrafted items and collectibles here.

For people looking to shop regular items, this store may disappoint you a little. The prices of some items may be a little higher than some Chinese stores. But, the quality provided will be worth it.

21 ALIEXPRESS ALTERNATIVE STORES

Here are 21 AliExpress Alternatives that you can use to shop online.

  1. LightInTheBox
  2. Wish
  3. Overstock
  4. DealXtreme (DX)
  5. GearBest
  6. BangGood
  7. ChinaBrands
  8. Bonanza
  9. DHGate
  10. TinyDeal
  11. Target
  12. MiniInTheBox
  13. GeekBuying
  14. Jet
  15. TomTop
  16. Target
  17. MadeInChina
  18. American Greenwood
  19. Walmart
  20. eBay
  21. Amazon

FINAL TAKE

AliExpress is amazing but it is always good to have options when you are shopping. So, these are the 21 best sites like AliExpress. If you ever feel like you should look somewhere else, these are some stores that you should visit. You can also use these for your dropshipping business if you are an aspiring entrepreneur. Make sure you have a solid plan before beginning.

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