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3.6 Model Deployment

Momentum provides a 1-click deployment of ML models to MLOps. Before deploying a model to MLOps, make sure that Momentum is properly configured to locate the MLOps deployment.  

Check Settings and Configuration and ensure the following properties are configured correctly: 

Parameters  Example Values  Explanation 
MLOPS_URL  https://host1.momentum.local:9443  Use internal hostname or IP and not public domain/IP. Contact your admin to obtain the hostname where MLOps is hosted. Momentum internally communicates with MLOps using this host and port and therefore for security reason, use an internal host:port. 
MLOPS_PUBLIC_URL  http://<public-ip-or-domain>:9443  This is public hostname and port to access the MLOps UI and securely login to access its services. 
MLOPS_TOKEN  See the MLOps Token How-tos  This is a security token that is used to communicate with MLOps for security.  
MLOPS_CLUSTER  default_cluster  MLOps can seamlessly deploy models in various environment such as QA, sandbox, staging, production that may be either local server, Azure, AWS or any other cloud service providers. The deafult_cluster means the model will be hosted within the same machine where MLOps is deployed. 

To deploy a model from Momentum to MLOps: 

From the ML Model home page, select the model you wish to deploy to MLOps, and click “Deploy” button located at the top menu bar.  

The status message will indicate if the model is successfully deployed. Figure 3.7 shows the deployment screen. 

Figure 3.7: Screen showing model deployment. Notice the red circle showing “Deploy” button. 

Login to MLOps to check in the model registry if the model just deployed is listed there. Figure 3.8 shows a screenshot showing our model in the registry. 

Figure 3.8: Model registry of MLOps showing the deployed models and versions. 

Checkout the following for MLOps details: 

Creating MLOps Security Token 

Checking Model Metadata and Prediction API 

Checking Model Quality Report 

Checking Data Drift Report 

Checking Model Operating Report 

Table of Contents

Lester Firstenberger

Lester is recognized nationally as a regulatory attorney and expert in consumer finance, securitization, mortgage, and banking law.

Lester is recognized nationally as a regulatory attorney and expert in consumer finance, securitization, mortgage, and banking law. In a variety of capacities, over the past 30 years as an attorney, Mr. Firstenberger has represented the interests of numerous financial institutions in transactions valued in excess of one trillion dollars. He was appointed to and served a three-year term as a member of the Consumer Advisory Council of the Board of Governors of the Federal Reserve System. He has extensive governmental relations experience in the US and Canada at both the federal and state and provincial levels.

Shamshad (Sam) Ansari

Shamshad (Sam) Ansari is the founder, president and CEO of Accure. He drives technology innovations and works with a great team of engineers, data scientists, and business drivers at Accure.

Shamshad (Sam) Ansari is the founder, president, and CEO of Accure. He drives technology innovations and works with a great team of engineers, data scientists, and business drivers at Accure. He takes great pride in working with customers and putting together teams for solving their business problems. Sam is the product architect of Momentum, an AI and automation platform for data engineers, scientists, and business analysts.

Sam brings more than 20 years of technology development and management expertise. He developed, deployed and managed several large scale AI projects. He is a domain expert in healthcare systems, protocols, standards and compliances. Sam is a serial entrepreneur and worked with 4 startups. Prior to starting Accure, he worked with Apixio as the principal architect and director of engineering. He had another successful startup Orbit Solutions where he developed healthcare systems that went through an acquisition. He worked with IBM and the US Government at various capacities.

Sam is a distinguished data scientist, inventor and author. He has several technology publications in his name. He has co-authored 4 US Patents in healthcare AI. He is a well respected authority in computer vision and AI and has authored a book, “Building Computer Vision Applications Using Artificial Neural Networks” that is also translated into other languages including Chinese. Sam contributes to academia as well. He mentors graduate students and sponsors Capstone projects. He is also a member of the Advisory Board, Data Analytics Engineering Department at George Mason University.

Sam has a Master’s degree from Indian Institute of Information Technology & Management, Kerala (IIITM-K) and Bachelor’s degree in engineering from Bihar Institute of Technology Sindri (BIT Sindri).

Moghisuddin Raza

Mogishuddin Raza is a technology leader. As the COO of Accure he is having global product delivery responsibility along with overall strategic and operational responsibility.

Mogishuddin Raza is a technology leader. As the COO of Accure he is having global product delivery responsibility along with overall strategic and operational responsibility.

Having extensive background in technology product development and integration, in particular to Enterprise storage, virtualization, cloud computing, high availability & business continuity technology/solutions, and Big Data & related technologies. Has been passionate and evangelizing the usage of Big data technologies using Momentum to implement advanced analytics (descriptive and predictive) to directly impact the business via an intuitive set of use cases.

Having approximately two decades of experience in high-tech industries which includes big MNCs corporate like EMC Corp and Hewlett-Packard to mid-size organization such as Netkraft, Trados Inc driving transformation in strategizing, planning and architecting product engineering, execution and delivery of high quality products releases within budget & time.

Skilled in all aspects of big MNCs as well as company startups and growth including: strategizing, business planning, market research, finance, product development and profit margins & revenue management. Excellent leadership and people motivation skills. Expert in managing cross-functional, cross cultural global team and building strategic partnership in the global virtual matrix team environment.

Overall, a senior software business professional, skilled in the management of people, resources and partnerships which enables building an eco system for a winning organization.