AI Transformation with ModelOps

How to Ensure Better Model Performance Through ModelOps

Smriti Srivastava, Analytics Insight – May 6, 2020

All models degrade, and if they are not given regular attention, performance suffers. Models are like cars: To ensure quality performance, you need to perform regular maintenance. Model performance depends not just on model construction, but also on data, fine-tuning, regular updates, and retraining.

Here ModelOps come into play.

ModelOps allows you to move models from the lab to validation, testing, and production as quickly as possible while ensuring quality results. It enables you to manage and scale models to meet demand and continuously monitor them to spot and fix early signs of degradation. ModelOps is based on long-standing DevOps principles. It’s a must-have for implementing scalable predictive analytics. But let’s be clear: Model development practices are not the same as software engineering best practices. The difference should become clearer before its implementation.

Read the Full Article

All ModelOp Blog Posts 

Top 10 Big Data Startups to Watch in 2020

Top 10 Big Data Startups to Watch in 2020

Kamalika Some, Analytics Insight – July 3, 2020 Data is growing by leaps and bounds, the convergence of extremely large data sets both structured and unstructured define Big Data. The increasing awareness of the Internet of Things (IoT) devices among organizations and...

Enterprise AI, Regime Change, and the ‘Corona Effect’

Enterprise AI, Regime Change, and the ‘Corona Effect’

Stu Bailey, Mission Critical – July 2, 2020 To say that the COVID-19 pandemic has turned our world upside down is an understatement, made more so with each passing day. The impacts on daily lives — lockdowns, masks, the threat of grave illness, extraordinary economic...

Model Risk Management in the Age of AI

Model Risk Management in the Age of AI

Stu Bailey, insideBIGDATA – June 30, 2020 In this article, Stu Bailey, Co-Founder and Chief AI Architect of ModelOp, discusses how financial services companies can easily validate multiple AI/ML models and reduce ML project costs by 30% through automation. ModelOps...

ModelOps Is The Key To Enterprise AI

ModelOps Is The Key To Enterprise AI

Jun Wu, Forbes – March 31, 2020 In the last two years, large enterprise organizations have been scaling up their artificial intelligence and machine learning efforts. To apply models to hundreds of use-cases, organizations need to operationalize their machine learning...