Machine learning -- create models with Anaconda
Machine Learning Engineer at ALSO Finland Oy
A stable option for machine learning
Pros and Cons
- "Ubuntu is good for machine learning. It's also a good option for any type of application, like multimedia and movies."
- "Ubuntu could add some additional hardware support."
What is our primary use case?
What is most valuable?
Ubuntu is good for machine learning. It's also a good option for any type of application development. Ubuntu has improved a lot over the years in terms of ease of use as well.
What needs improvement?
Ubuntu could add some additional hardware support.
For how long have I used the solution?
I've been using Ubuntu for about six years.
Buyer's Guide
Ubuntu Linux
May 2026
Learn what your peers think about Ubuntu Linux. Get advice and tips from experienced pros sharing their opinions. Updated: May 2026.
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What do I think about the stability of the solution?
Ubuntu's performance and stability have always been good.
Which solution did I use previously and why did I switch?
I was using macOS previously but I switched to Ubuntu because it's more flexible with hardware (GPU support). You can run Ubuntu on everything
What other advice do I have?
I would rate Ubuntu nine out of 10. If you are thinking of implementing it, I recommend long-term support LTS versions
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Software Trainee at Eidiko
Refreshes automatically and works well
Pros and Cons
- "Windows needs a refresh option to refresh its screen, but Ubuntu doesn't need that. It refreshes automatically and works well."
- "Ubuntu is quite flexible."
- "It could be better for working with software at a high resolution."
What is our primary use case?
We have 250 to 300 users in our organization working with Ubuntu, including about 50 engineers.
What is most valuable?
Ubuntu is quite flexible. It is a direct software, where we can work directly on its OS. It works to its maximum capacity. Windows needs a refresh option to refresh its screen, but Ubuntu doesn't need that. It refreshes automatically and works well.
What needs improvement?
But it could be better for working with software at a high resolution.
For how long have I used the solution?
I've been using Ubuntu for about a year.
What do I think about the stability of the solution?
Ubuntu is stable.
What other advice do I have?
I would rate Ubuntu an eight out of 10. It could be easier to learn and have better documentation. With Windows, it is quite easy to learn from a particular guide or manual.
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Buyer's Guide
Ubuntu Linux
May 2026
Learn what your peers think about Ubuntu Linux. Get advice and tips from experienced pros sharing their opinions. Updated: May 2026.
900,228 professionals have used our research since 2012.
Information Technology Infrastructure Manager at a tech services company with 201-500 employees
High performance, easy to install, and reliable
Pros and Cons
- "The solution has high fantastic performance."
- "We are saving money from not having to pay for an operating system that costs our company money because Ubuntu Linux is free to use."
- "Ubuntu Linux could improve by having better documentation because sometimes their documentation is not very good."
What is our primary use case?
We use Ubuntu Linux as an operating system for daily use. We use it for many purposes, for example, supporting, developing, configuring, and scripting.
What is most valuable?
The solution has high fantastic performance.
What needs improvement?
Ubuntu Linux could improve by having better documentation because sometimes their documentation is not very good.
For how long have I used the solution?
I have been using Ubuntu Linux for approximately 10 years.
What do I think about the stability of the solution?
Ubuntu Linux is stable.
What do I think about the scalability of the solution?
We have 200 people using this solution in my organization.
How was the initial setup?
Ubuntu Linux is easy to install. We already configured it to auto-install for other Linux servers. The process takes not more than 15 minutes.
What about the implementation team?
For the implementation and maintenance of the solution, we have approximately six people.
What was our ROI?
We are saving money from not having to pay for an operating system that costs our company money because Ubuntu Linux is free to use.
What's my experience with pricing, setup cost, and licensing?
We are using the free and open-sourced version of the solution.
What other advice do I have?
I would recommend this solution to others because it is free and you can save licensing costs.
I rate Ubuntu Linux a ten out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
NOC Manager at a comms service provider with 51-200 employees
Provides straightforward installation and ease of use
Pros and Cons
- "As we have repositories in my country, the ease of use and the open source nature of the solution are valuable features."
- "The documentation is very poor."
What is most valuable?
As we have repositories in my country, the ease of use and the open source nature of the solution are valuable features. I can now install Active Directory on it.
What needs improvement?
The documentation is very poor. It is written like a textbook.
For how long have I used the solution?
I have been using Ubuntu Linux since 2010.
How are customer service and technical support?
I have never had occasion to contact technical support.
Which solution did I use previously and why did I switch?
Prior to using Ubuntu Linux we made use of Windows Server.
How was the initial setup?
The installation is straightforward.
The solution is a deployed server, so it is not really a desktop machine. Deployment took 20 minutes.
What about the implementation team?
The deployment can be done on one's own.
Deployment and maintenance only involve two people to provide administrative support.
What's my experience with pricing, setup cost, and licensing?
The solution is open source, so there is no licensing fee.
What other advice do I have?
I would recommend the solution to others.
I rate Ubuntu Linux as a ten out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Senior System Administrator at Debre Markos University
Highly secure, scalable, and straightforward to install
Pros and Cons
- "The solution is more secure than competitors such as Microsoft Windows."
- "The solution could improve by being more user-friendly."
What is our primary use case?
We are using Ubuntu Linux for many purposes, such as running applications for our server.
What is most valuable?
The solution is more secure than competitors such as Microsoft Windows.
What needs improvement?
The solution could improve by being more user-friendly.
For how long have I used the solution?
I have been using Ubuntu Linux for approximately three years.
What do I think about the stability of the solution?
I have found Ubuntu Linux to be stable.
What do I think about the scalability of the solution?
The solution is scalable.
We have six people using this solution in my organization.
Which solution did I use previously and why did I switch?
We have used Microsoft Windows Server and Windows 10.
How was the initial setup?
The installation is easy, it takes approximately 30 minutes.
What other advice do I have?
I would recommend this solution to others.
I rate Ubuntu Linux a ten out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Managing Partner at Veribir Ltd
Highly stable, scalable, and user-friendly
Pros and Cons
- "The solution is user-friendly."
- "Ubuntu Linux is a highly stable solution."
- "The solution could improve by having the user interface use fewer resources."
What is our primary use case?
We are using Ubuntu Linux to run applications.
What is most valuable?
The solution is user-friendly.
What needs improvement?
The solution could improve by having the user interface use fewer resources.
For how long have I used the solution?
I have been using Ubuntu Linux for approximately 10 years.
What do I think about the stability of the solution?
Ubuntu Linux is a highly stable solution. We have not had any problems at all.
What do I think about the scalability of the solution?
The solution is scalable.
We have only a small number of people using this solution.
How was the initial setup?
The installation is easy, it only takes approximately one hour and we never have any problems.
What about the implementation team?
We have done the implementation ourselves.
What's my experience with pricing, setup cost, and licensing?
Ubuntu Linux is free.
What other advice do I have?
If the organization does not have any Windows-dependent applications, I would recommend this solution.
I rate Ubuntu Linux a nine out of ten.
Which deployment model are you using for this solution?
Public Cloud
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Director at Calidad Systems Limited
Secure, stable, and excellent community support
Pros and Cons
- "Ubuntu Linux is more secure and has additional security features than some other operating systems."
- "The solution could improve by allowing more integration."
What is our primary use case?
We use Ubuntu Linux to run applications and host our Oracle databases.
What is most valuable?
Ubuntu Linux is more secure and has additional security features than some other operating systems.
What needs improvement?
The solution could improve by allowing more integration.
The solution has many security features already but they could still improve.
For how long have I used the solution?
I have been using this solution for approximately three years.
What do I think about the stability of the solution?
The solution is stable.
What do I think about the scalability of the solution?
I have found Ubuntu Linux to be scalable.
We have approximately 100 users using this solution in my organization.
How are customer service and technical support?
There is a wide range of community support available online for any issues you might have. I have had an excellent experience with the support.
Which solution did I use previously and why did I switch?
I have used Windows previously.
How was the initial setup?
The installation is easy for someone who is familiar with Linux. However, if they have been only using a Windows-based system then the installation could be difficult. The time for the installation was approximately 10 minutes.
What other advice do I have?
If you are comfortable navigating around Linux systems, I would recommend this solution.
I rate Ubuntu Linux an eight out of ten.
Which deployment model are you using for this solution?
Hybrid Cloud
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Cyber Security Engineer at a manufacturing company with 5,001-10,000 employees
No licensing fees, easy to install, and stable
Pros and Cons
- "We can easily customize the NTS Client code."
- "The user interface could be improved."
What is our primary use case?
I use this solution for running our personal applications and our day-to-day personal use. We install it on our laptops.
What is most valuable?
We can easily customize the NTS Client code.
We can customize the code ourselves.
What needs improvement?
Reducing the UA would be very helpful to reduce resource consumption. They need a less resource pack option. Currently, I am using the standard one.
The user interface could be improved.
For how long have I used the solution?
I have been using Ubuntu Linux for three years.
We were using the latest version.
What do I think about the stability of the solution?
Ubuntu Linux is a stable operating system.
What do I think about the scalability of the solution?
Ubuntu Linux is a scalable solution.
How are customer service and technical support?
I have not contacted technical support.
Which solution did I use previously and why did I switch?
Previously, I was using Windows 7.
How was the initial setup?
The installation was easy. It only takes 15 minutes.
What about the implementation team?
I completed the installation myself. I did not use the help of an integrator or consultant.
What's my experience with pricing, setup cost, and licensing?
There are no licensing fees, it's an open-source solution.
What other advice do I have?
I would recommend this solution to others who are interested in using it.
I would rate Ubuntu Linux a nine out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Data & AI expert at a tech services company with 1,001-5,000 employees
Highly stable, easy to install, and scalable
Pros and Cons
- "The solution is very stable, it does not need to restart to maintain stability."
- "Ubuntu Linux is the perfect solution for us."
- "The solution could improve by being more user-friendly, you need to know how to use the command-line interface which you might not understand."
What is our primary use case?
I use the solution as a hosting system, processing machine for my machine learning model, and for running applications.
What needs improvement?
The solution could improve by being more user-friendly, you need to know how to use the command-line interface which you might not understand.
For how long have I used the solution?
I have been using this solution for approximately three years.
What do I think about the stability of the solution?
The solution is very stable, it does not need to restart to maintain stability.
What do I think about the scalability of the solution?
Ubuntu Linux is scalable.
We have approximately 25 people using the solution in my organization.
Which solution did I use previously and why did I switch?
I use Microsoft Windows Server.
How was the initial setup?
The installation is straightforward, it takes less than 10 minutes.
What about the implementation team?
I did the implementation of the solution.
We have a team of five engineers that do the Ubuntu Linux server maintenance.
What's my experience with pricing, setup cost, and licensing?
The use of the solution is inexpensive and the hardware it needs to operate can be priced very low. There is not a license for the solution but there is for the hardware.
What other advice do I have?
Ubuntu Linux is the perfect solution for us. If they make the solution more user-friendly it will cost more overall. The current version is best.
I rate Ubuntu Linux a nine out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Information Technology Manager and ISMS Auditor at a consultancy with 51-200 employees
Easy to use, good technical support, and scalable
Pros and Cons
- "The solution is easy to use"
- "We use the solution for business use and running applications."
- "The solution could be more stable and secure."
What is our primary use case?
We use the solution for business use and running applications.
What is most valuable?
The solution is easy to use.
For how long have I used the solution?
I have been using this solution for a couple of years.
What do I think about the stability of the solution?
The solution could be more stable and secure.
What do I think about the scalability of the solution?
The solution is scalable.
How are customer service and technical support?
I am satisfied with the technical support.
What's my experience with pricing, setup cost, and licensing?
There is an annual subscription for this solution.
What other advice do I have?
I would recommend it to others.
I rate Oracle Linux a ten out of ten.
Which deployment model are you using for this solution?
On-premises
Disclosure: My company does not have a business relationship with this vendor other than being a customer.
Buyer's Guide
Download our free Ubuntu Linux Report and get advice and tips from experienced pros
sharing their opinions.
Updated: May 2026
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