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At the core of all RxDS solutions is a versatile analytics ecosystem comprised of open-source libraries for machine learning and complex web development frameworks to implement the machine learning capabilities.
The architecture is compatible with both on-premises deployments for sensitive workloads as well as virtual-private cloud enabled implementations in AWS, Azure, Google Cloud and other environments. RxDS also provides container-ised solutions that can b deployed in various operating systems for consistency.
The ML/AI Open-Source Software (OSS) Stack comprises of R, Python, and Julia libraries. Popular ML packages such as scikit-learn, tensorflow, pyTorch (Python), caret, e1071, nnet (in R), JuliaML utilities are pre-configured within the solutions and can be executed in-database.
All solutions are backed by a High-Performance Computing (HPC) architecture stack that comprises of NVMe and GPU based AWS EC2 instances for fast I/O, multi-core parallel processing and deep learning capabilities via GPU integration.
All solutions from RxDS include an administrative layer that includes various administrative functionalities such as user management, auditing, and granular table-level access control. Industry-leading security standards are integrated along with a governance layer that includes process management.
"RxDataScience's customer service focus is just fantastic. They are incredibly responsive to requests, and, in the rare instance an issue arises, the team is very proactive about communicating resolution timelines. I have worked in the industry for 20+ years and my experience with RxDataScience has ranked among my top data & analytics vendor experiences."
Global Pharma Company
"The RxDataScience team brings agility, advanced capabilities, and technology we simply cannot get from the other top consulting firms."
Top 10 Pharma
"Vendors like to talk agile and use the latest buzzwords, but the RxDataScience team has Agile as part of their DNA. We benefit from it every day working with their team."
Orphan Drug Company