Best laptop for artificial intelligence students

Table of contents:

• Training of a deep learning models
• 14″ Razer Blade laptop
• Conclusion
• Conclusion

If the problem you face is so complex that it requires the use of deep learning techniques, then the training process will take hours, if not days.

So you'd better do everything in the cloud if you don't want to risk having a computer that paid a lot of money catch fire.

There are many solutions for training models in the cloud, I for example have taken an AWS EC2 machine and configured it to have a Jupyter notebook always accessible via the web, then according to my need I stagger the computing resources. You can find a guide on how to do this here.

Now Google has recently launched Colab, a notebook also based on Jupyter for training machine learning models on clusters of GPUs in the cloud and for free. Colab does not require any configuration and has already pre-installed the major libraries for machine learning, deep learning and data science (numpy, pandas, matplotlib, scikit-learn, tensorflow etc.).

See this review for details: https://python.org/best-laptop-for-machine-learning/

Training of a deep learning models

The training of a deep learning model is very computationally intensive. The most common deep learning libraries exploit multi-threading, gpu-based parallelisation and also work with multiple machines. Laptops are not the most suitable for such tasks. Cloud services such as Azure, AWS and Google cloud are more suitable for running software to train deep learning models, because it is usually possible to rent many high-performance machines per minute. I personally use Azure's N-series servers or sometimes AWS's G-series machines because many of the deep learning libraries out there take advantage of the computing power offered by Nvidia GPUs.

However, almost all the people I know who have worked with deep learning regularly test different deep learning approaches from their local machine. Some people with limited resources make the most of what they have and use only their laptop. For example, an academic who presented a deep learning topic at a local machine learning meeting did all his training from his old MacBook. This resulted in many nights when he left his laptop switched on all night. The particular algorithm and deep learning library he was using would run much faster on a laptop with an Nvidia GPU. Obviously, this researcher didn't have a lot of funds otherwise he would have bought a newer laptop with a GPU and run the longer tasks on a bunch of cloud servers.

14″ Razer Blade laptop

My favourite setup, is a 14″ Razer Blade laptop with an external Nvidia Titan X GPU and a big budget Azure N series server. Yes, a traditional desktop would be more powerful, but I could be in a different room at work on any given day.

Another thing to note is that the typical data scientist using deep learning algorithms on real data will spend quite a bit of time cleaning the data. I have spent more time than I would like to admit writing and testing Python scripts, C# code and PowerShell modules that do nothing but clean and prepare dirty data. The laptop you choose should be capable enough to develop and test in the language of your choice. After the scrubbing code is ready to be used on the entire data set, it is common to run it from the cloud. Some of the newer serverless capabilities of cloud providers allow the user to take their console app and copy it to a serverless function complete with REST endpoints and automatic scaling.

In summary, try getting a laptop with an Nvidia GPU, but also think about spending money on cloud computing.

Have a look at it, you can find it here.

Conclusion

This list of laptops for data science will help you find the best laptop for data scientists! Browse through each one and find the one that best suits your needs.

Make sure to consider CPU, GPU, RAM, storage space, display quality, build quality, keyboard and touchpad quality, ports and connectivity options, weight and battery life when making your decision! We hope you find the perfect data science laptop for you!

Conclusion

This list of laptops for deep learning will help you find the best laptop for data scientists! Browse through each one and find the one that best suits your needs.

Make sure to consider CPU, GPU, RAM, storage space, display quality, build quality, keyboard and touchpad quality, ports and connectivity options, weight and battery life when making your decision! We hope you find the perfect data science laptop for you!

See also: https://www.asus.com/