Genpact &#038; NASSCOM release an MLOps guide to drive AI adoption
NASSCOM, in association with Genpact and EY, has compiled a guide for enterprises to enable effective setup, management, and scaling of ML operations. ​​The pandemic has forced organisations across the world to move to the cloud and led to a proliferation of ML models to drive digitisation. However, merely 27% of AI projects move to production. Addressing the anomaly from challenges related to model development, iteration, deployment and monitoring is the need of the hour. The compendium will act as a blueprint for deploying MLOps in your organisation. Key highlights: What is MLOps? A set of practices and methodology used to automate ML model development, achieve automated and reliable ML model deployment. Need for MLOps? It combines the best of automation, IT operations and management and Continuous Development & Continuous Integration (CI/CD) in Machine Learning and Artificial Intelligence. Benefits of MLOps? Reduced time-to-market for ML products, improved RoI on AI/ML initiatives, advanced Data Management, etc. Dimensions of MLOps The compilation brings out 6 pillars of MLOps classified under Implementation and business operations. Future of MLOps MLOps promises standardisation of processes and methodologies and is expected to boost efficiencies in terms of cost, quality, and time to value.
MLOps is a set of practices and methodology used to automate ML model development, achieve automated and reliable ML model deployment.
MLOps is a set of practices and methodology used to automate ML model development, achieve automated and reliable ML model deployment.
["AI Applications", "MLops tools"]
["artificial intelligence", "machine learning", "AI", "ML", "MLOps", "AI Applications", "Git", "CI/CD", "automation", "MLops tools", "GAN", "R"]
["AI", "artificial intelligence", "machine learning", "ML", "MLOps", "R", "Git", "CI/CD", "GAN", "automation"]
A writer by passion, Kartik strives to get a deep understanding of AI, Data analytics and its implementation on all walks of life. As a Senior Technology Journalist, Kartik looks forward to writing about the latest technological trends that transform the way of life!