---
# How to Productionize ML Models at Scale
**URL:** https://www.sigmoid.com/events/how-to-productionize-ml-models-at-scale/
Date: 2021-09-30
Author: Sigmoid
Post Type: page
Summary: Recorded Webinar How to Productionize ML Models at Scale Artificial intelligence (AI) and machine learning (ML) are quickly becoming the de facto...Read More...
Featured Image: https://www.sigmoid.com/wp-content/uploads/2023/09/event-how-to-productionize-ml-models-at-scale-opt.jpg
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Recorded Webinar
# How to Productionize ML Models at Scale
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Artificial intelligence (AI) and machine learning (ML) are quickly becoming the de facto tool to affect the bottom line of the organization. Despite the industry being in exponential growth in recent years, 85% of trained machine learning models are never deployed in the real world.
(Source: NewVantage Partners)
The widest gap is between data scientists and IT. Organizations often cite a wide variety of complexities when they want to use AI / ML models in operation with production scale data in the real world – from data management, integration, security and real-time analytics.
## Key discussion topics:
- Implications of large scale models in operations
- Challenges in taking models to production
- Best practices of ML to production
- Data Engineering Maturity
- Operationalizing in the cloud
- Sigmoid’s cutting edge approach
## Watch Recorded Webinar
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#### Scott Kasper
#### Director Data Engineering Yum Brands
[Read more](#)
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### Scott Kasper
Director Data Engineering Yum Brands
Scott Kasper is currently serving as a Director of Data Engineering for Yum! Digital. He is focused on developing a centralized infrastructure to enable teams to develop AI/ML capabilities, for the next wave of growth and strategic possibilities. Scott’s passion for using data and technology to elevate businesses and delight customers stretches back several years, beginning with his involvement in the development of the Magic Band program at Walt Disney World. In the past, Scott has spearheaded Taco Bell’s cloud journey by leading a data warehousing transformation from a decade-old legacy on-premise system to a cloud-based data solution built on Amazon Web Services
#### Rahul Singh
#### Chief Analytics Officer and Co-Founder Sigmoid @Sigmoid
[Read more](#)
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### Rahul Singh
Chief Analytics Officer and Co-Founder Sigmoid @Sigmoid
Rahul has more than 11 years of experience in building intelligent self-learning systems. Rahul and his team bring in a core problem-solving mindset to help businesses with their AI architectures and ML models which transform into continuous actionable insights
#### Mayur Rustagi
#### CTO & Cofounder Sigmoid @Sigmoid
[Read more](#)
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### Mayur Rustagi
CTO & Cofounder Sigmoid @Sigmoid
Mayur has an experience of 11+ years in designing end to end architectures and building data pipelines for big data applications. He has led the development of hundreds of such data pipelines in production systems for leading organizations and has put complex ML models into production
#### Tenzin Namdak
#### Director of Big Data and advanced analytics Sigmoid @Sigmoid
[Read more](#)
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### Tenzin Namdak
Director of Big Data and advanced analytics Sigmoid @Sigmoid
With over 10 years of experience in crafting technology solutions, Tenzin works with enterprises that are on a transformation journey to streamline their technology infrastructure across domains, through a data first approach
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---
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