Foundation Model Operations (FMOps) playbook,
developed with Nasscom, provides blueprint for enterprise-wide
generative AI projects
NEW
YORK, Nov. 28, 2023 /PRNewswire/ --
Genpact (NYSE: G), a global professional services firm focused
on delivering outcomes that transform businesses, has unveiled an
industry-first playbook: FMOps – The Generative AI
Imperative for Production. The playbook, which focuses on
Foundation Model Operations (FMOps), provides practical guidelines
for building solid and efficient foundations for generative AI
solutions.
"As Generative AI reshapes enterprises across sectors, we
continue to find that clients need clear directions for building
ethical and scalable generative AI solutions," said Sreekanth Menon, Global AI/ML Services Leader,
Genpact. "This playbook offers that blueprint, guiding the
transition from pilot generative AI projects to production."
Developed in collaboration with Nasscom, a non-profit industry
association and the apex body for India's $245
billion technology industry, the playbook delves into the
fundamentals of FMOps. It meticulously outlines their operational
benefits within AI systems: improved collaboration, faster
release cycles, enhanced efficiency, rapid model deployment,
seamless scalability, and risk reduction. The playbook also
provides detailed discussions on FMOps, Large Language Model
Operations (LLMOps) and Machine Learning Operations (MLOps),
including:
- Understanding the distinctions of generative AI from
traditional AI
- Recognizing the significance and importance of FMOps
- The role of LLMOps within FMOps and generative AI
- Key differences between MLOps and LLMOps
The playbook takes an in-depth look at LLMOps, which serve as
the foundation for operational capabilities and infrastructure
required to deploy generative AI solutions, and the steps necessary
for successful implementation:
- Identifying the right model, technique, team, and technology
stack
- Understanding the current LLMOps landscape
- Creating a Responsible, Accountable, Consulted, and Informed
(RACI) framework for LLMOps implementation
- Operationalizing Large Language Models (LLMs) with LLMOps
- Selecting appropriate metrics
- Setting up policy management guardrails
The collaborative effort between Genpact and Nasscom builds upon
previous work on MLOps best practices, a set of principles that
help technology teams develop, deploy, monitor, and scale AI models
effectively.
To download a complimentary copy of the playbook, visit: Moving
Generative AI from Possibilities to Production.
About Genpact
Genpact (NYSE: G) is a global professional services firm delivering
the outcomes that transform our clients' businesses and shape their
future. We're guided by our real-world experience redesigning and
running thousands of processes for hundreds of global companies.
Our clients – including many in the Global Fortune 500 – partner
with us for our unique ability to combine deep industry and
functional expertise, leading talent, and proven methodologies to
drive collaborative innovation that turns insights into action and
delivers outcomes at scale. We create lasting competitive
advantages for our clients and their customers, running digitally
enabled operations and applying our Data-Tech-AI services to
design, build, and transform their businesses. And we do it all
with purpose. From New York to
New Delhi and more than 30
countries in between, our 115,000+ team is passionate in its
relentless pursuit of a world that works better for people. Get to
know us at Genpact.com and
on LinkedIn, Twitter, YouTube,
and Facebook.
MEDIA CONTACT:
Siya Belliappa
Genpact Media
Relations
718-561-9843
siya.belliappa@genpact.com
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SOURCE Genpact