With data collection silos every day, organizations around the world changed the way they worked a few years ago. The driving demand for the adoption of artificial intelligence and data science has led companies to create products that can handle huge data collections and the complexity of workflows. Furthermore, security is a crucial concern, which is why organizations using sensitive or confidential data often avoid relying on the cloud and prefer systems with advanced AI solutions.
Here is a curated list of the best high-end workstations, in no particular order, for data scientists.
HP Z Series
HP's Z Series Workstation features an integrated NVIDIA graphics unit among other advanced data science solutions. The Z product line is designed so that data scientists and machine learning developers can maximize productivity, reduce latency, and lower the cost of their data science projects. These workstations are built to ensure the highest level of compatibility, support and reliability. With these workstations, you can easily build and deploy data science applications while managing data science tools and models.
Lenovo P Series Workstation
Lenovo P-Series Workstations are equipped to meet the demanding needs of AI, machine learning, and deep learning workflows. Some of the benefits of AI on Lenovo workstations include acceleration of machine and deep learning workflows, along with data preparation, model training, visualization, and the freedom to run a comprehensive analytics and workflow. End-to-end data science entirely on NVIDIA Quadro RTX GPUs, among others
ThinkStation P920ThinkStation P920 is an ultra high-end desktop for machine / deep learning and model training, while ThinkStation P520 is for AI model development and edge computing. The ThinkStation P330 Tiny, on the other hand, is designed for inference workloads based on artificial intelligence.
NVIDIA-based data science workstations
NVIDIA-based data science workstations are a new generation of desktops and mobile workstations that help data scientists turn huge amounts of information into information faster than ever by accelerating data preparation, model training and visualization. The workstations combine advanced NVIDIA Quadro RTX GPUs with an NVIDIA CUDA-X AI-based data science software stack to provide an integrated solution provided by leading workstation and system builder partners.
In an interview with Triple Grandmaster Christof Henkel, Henkel said his workstation is powered by two deep learning units. One has 3x NVIDIA RTX 2080Ti and the other is a DGX Station with 4x V100.
The data science workstations come with a complete stack of tested and optimized data science software based on NVIDIA CUDA-X AI.
This stack includes RAPIDS data processing and machine learning libraries, NVIDIA-optimized XGBoost, TensorFlow, PyTorch, and other leading data science software, providing companies with accelerated workflows for faster data preparation, model training and data visualization.
Price: To find out the exact price of these workstations, you need to contact the dealers located in your area.
EDGE XT workstations
NextComputing's EDGE XT workstations include two versions, one with Intel technology and the other with AMD. EDGE XTi is a compact tower workstation powered by Intel's powerful workstation-class processors and is configured with high-end graphics power and all storage to perform complex calculations.
EDGE XTA is powered by AMD from Ryzen, Threadripper and EPYC CPU. Configurations include a large number of CPU cores up to 64 cores for 3D rendering of images and animations, video encoding, Elastic / Kibana data display use cases, and high CPU clock speeds for use cases of 3D modeling.
Dell Data Science Workstation (DSW)
The Dell Data Science Workstation (DSW) offers a fully integrated AI hardware and software solution. Provides the data science platform you need with performance and reliability. The workstation is powered by Dell Precision workstations with NVIDIA Quadro GPUs and NVIDIA GPU Accelerated Data Science software stack and Intel Xeon CPUs.
Data Science Workstations provide the power to deploy and manage cognitive technology platforms, including machine learning, artificial intelligence, and deep learning. The workstations have different versions, such as 7550, 7750, 5820 towers, 7920 racks and more.
Lambda TensorBook
Powered by the NVIDIA RTX 2080 Super Max-Q GPU, TensorBook is a GPU laptop built for deep learning by Lambda. The deep learning laptop comes with Lambda Stack, which includes frameworks like TensorFlow, PyTorch, Keras, CUDA and cuDNN and others. The TensorBook can be pre-installed with Ubuntu 18.04, Ubuntu 16.04 or Windows 10 Pro. Additionally, you can dual boot the TensorBook with Windows 10 Pro and Ubuntu 18.04.
