This video is slightly different than the ones I post regularly. I want to share with you the high-level architecture of a real enterprise-class AI platform that I'm architecting.
First, here's some context. My dad wanted me to become a doctor - a noble profession that helps saves lives. My interest, though, lay more in engineering. Little would I have imagined that one day, I'll be architecting a platform, build it out with the help of a fabulous team, and in the process positively impact the lives of not just a few, but potentially millions of people. It is with deep humility that I share this work with you.
The company I'm working with is DataFoundry.ai. Our goal is to leverage both structured and unstructured data in the healthcare and life sciences space to get medicines to market faster! Today a lot of the processing is manual, slow, error-prone, and expensive.
AI is a great technology that can automate many aspects of the end-to-end clinical trial process - from documents to automating tasks, making intelligent decisions, and getting smarter over time as the system learns. The AI platform is architected on a strong foundation that is secure, scalable, distributed, robust, and modular.
With this foundation, we can bring drugs to market faster, meet stringent regulatory requirements, and even catch adverse drug reactions that happen even after the drug hits the market. Such a process would not have been possible without AI technologies.
The flexible platform lets us build solutions that can adapt to future needs. Of course, development requires us to use methodologies like CICD, Agile, etc., and the use of AI/ML adds more complexity in terms of explain-ability, track and trace, model archiving, model updates, etc - things that I have discussed in my previous AI videos.
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On a personal note, I speak, write, and consult on the topics of AI and architecture. If you are interested in integrating AI into your organization, educate your team on what AI can or cannot do, and make things simple enough that you can take action from your new knowledge, please do reach out.
dr.rramesh@datafoundry.ai
dr.raj.ramesh@topsigma.com
www.datafoundry.ai
www.topsigma.com
www.linkedin.com/in/rajramesh
www.youtube.com/rajramesh
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Here's what I can do to help you. I speak on the topics of architecture and AI, help you integrate AI into your organization, educate your team on what AI can or cannot do, and make things simple enough that you can take action from your new knowledge.
I work with your organization to understand the nuances and challenges that you face, and together we can understand, frame, analyze, and address challenges in a systematic way so you see improvement in your overall business, is aligned with your strategy, and most importantly, you and your organization can incrementally change to transform and thrive in the future.
If any of this sounds like something you might need, please reach out to me at dr.raj.ramesh@topsigma.com, and we'll get back in touch within a day. Thanks for watching my videos and for subscribing.
www.topsigma.com
www.linkedin.com/in/rajramesh
