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  • Inset BI
    • Table of contents
      • Expanded. Click to collapseCollapsed. Click to showImpulse DW
        • Expanded. Click to collapseCollapsed. Click to show1. Registration and Account Management
          • Hierarchy leaf1.1 Signup
          • Hierarchy leaf1.2 Password Change
          • Hierarchy leaf1.3 Profile Management
          • Hierarchy leaf1.4 Forgot Password
        • Expanded. Click to collapseCollapsed. Click to show2. Warehouse Management
          • Hierarchy leaf2.1 Create a Warehouse
          • Hierarchy leaf2.2 Edit Warehouse
          • Hierarchy leaf2.3 Datasources In Warehouse
          • Expanded. Click to collapseCollapsed. Click to show2.4 Ingesting Data Into Tables or Datasources
            • Hierarchy leaf2.4.1 Ingesting From Momentum Data Pipeline
            • Hierarchy leaf2.4.2 Uploading File Using Impulse UI
            • Hierarchy leaf2.4.3 Ingesting From External File/Storage System
          • Expanded. Click to collapseCollapsed. Click to show2.5 Add Data to Existing Tables
            • Hierarchy leaf2.5.1 Update Existing Index
          • Hierarchy leaf2.6 Delete Table Records (Rows)
          • Hierarchy leaf2.7 Delete Tables or Datasources
          • Hierarchy leaf2.8 Monitoring Indexing Tasks
          • Hierarchy leaf2.9 View Datasource Stats
        • Expanded. Click to collapseCollapsed. Click to show3. BI Integration
          • Hierarchy leaf3.1 MVInsight Integration
          • Hierarchy leaf3.2 Tableau Integration with Impulse
        • Expanded. Click to collapseCollapsed. Click to show3. Security, Roles and Privilege Management
          • Hierarchy leaf3.1 Enable SSL
          • Hierarchy leaf3.2 Securing Backend SQL Engine
          • Hierarchy leaf3.3 Sharing and Access Control
          • Hierarchy leaf3.4 Add User
          • Hierarchy leaf3.5 Edit User
          • Hierarchy leaf3.6 Create Role
          • Hierarchy leaf3.7 Delete Role
          • Hierarchy leaf3.8 Assign Role to User
          • Hierarchy leaf3.9 Edit User Privilege
        • Expanded. Click to collapseCollapsed. Click to show4. System Administration
          • Hierarchy leaf4.1 System Configuration
          • Hierarchy leaf4.2 Managing System Services
        • Expanded. Click to collapseCollapsed. Click to show5. Impulse DW Restful API
          • Hierarchy leaf5.1 API Token
          • Hierarchy leaf5.2 API Reference
        • Expanded. Click to collapseCollapsed. Click to show9. Release Notes
          • Hierarchy leaf9.1 Open Source Software Components and Libraries
      • Expanded. Click to collapseCollapsed. Click to showInset BI
        • Hierarchy leaf1. Getting Started with Inset BI
        • Hierarchy leaf2. Connecting to Databases
        • Hierarchy leaf3. Visualizing Data
        • Hierarchy leaf4. SQL Lab
        • Hierarchy leaf5. User Management and Access Control
        • Hierarchy leaf6. Working with Semantic Layer
        • Hierarchy leaf7. Alerts and Reports
        • Hierarchy leaf8. Release Notes
      • Hierarchy leafInset BI
      • Expanded. Click to collapseCollapsed. Click to showMLOPs
        • Hierarchy leaf1. Getting Started with MLOps
        • Hierarchy leaf2. Deploying ML Models
        • Hierarchy leaf3. Predicting
        • Hierarchy leaf4. Monitoring
        • Hierarchy leaf5. Access Control
        • Hierarchy leafRelease Notes
      • Expanded. Click to collapseCollapsed. Click to showMomentum User Guide
        • Hierarchy leaf1. Getting Started With Momentum
        • Expanded. Click to collapseCollapsed. Click to show2. ETL
          • Hierarchy leaf1.1 Ingester
          • Hierarchy leaf1.2 Transformer
          • Hierarchy leaf1.3 Custom Processor
          • Hierarchy leaf1.4 Emitter
          • Hierarchy leaf1.5 Data Pipeline
        • Expanded. Click to collapseCollapsed. Click to show3. Machine Learning
          • Hierarchy leaf3.1 Model Training
          • Hierarchy leaf3.2 ML Prediction
          • Hierarchy leaf3.3 Computer Vision
          • Hierarchy leaf3.4 NLP
        • Hierarchy leaf4. Streaming
        • Hierarchy leaf5. Process Automation
        • Hierarchy leaf6. Visualization
  • Impulse DW
    • Table of contents
      • Expanded. Click to collapseCollapsed. Click to showImpulse DW
        • Expanded. Click to collapseCollapsed. Click to show1. Registration and Account Management
          • Hierarchy leaf1.1 Signup
          • Hierarchy leaf1.2 Password Change
          • Hierarchy leaf1.3 Profile Management
          • Hierarchy leaf1.4 Forgot Password
        • Expanded. Click to collapseCollapsed. Click to show2. Warehouse Management
          • Hierarchy leaf2.1 Create a Warehouse
          • Hierarchy leaf2.2 Edit Warehouse
          • Hierarchy leaf2.3 Datasources In Warehouse
          • Expanded. Click to collapseCollapsed. Click to show2.4 Ingesting Data Into Tables or Datasources
            • Hierarchy leaf2.4.1 Ingesting From Momentum Data Pipeline
            • Hierarchy leaf2.4.2 Uploading File Using Impulse UI
            • Hierarchy leaf2.4.3 Ingesting From External File/Storage System
          • Expanded. Click to collapseCollapsed. Click to show2.5 Add Data to Existing Tables
            • Hierarchy leaf2.5.1 Update Existing Index
          • Hierarchy leaf2.6 Delete Table Records (Rows)
          • Hierarchy leaf2.7 Delete Tables or Datasources
          • Hierarchy leaf2.8 Monitoring Indexing Tasks
          • Hierarchy leaf2.9 View Datasource Stats
        • Expanded. Click to collapseCollapsed. Click to show3. BI Integration
          • Hierarchy leaf3.1 MVInsight Integration
          • Hierarchy leaf3.2 Tableau Integration with Impulse
        • Expanded. Click to collapseCollapsed. Click to show3. Security, Roles and Privilege Management
          • Hierarchy leaf3.1 Enable SSL
          • Hierarchy leaf3.2 Securing Backend SQL Engine
          • Hierarchy leaf3.3 Sharing and Access Control
          • Hierarchy leaf3.4 Add User
          • Hierarchy leaf3.5 Edit User
          • Hierarchy leaf3.6 Create Role
          • Hierarchy leaf3.7 Delete Role
          • Hierarchy leaf3.8 Assign Role to User
          • Hierarchy leaf3.9 Edit User Privilege
        • Expanded. Click to collapseCollapsed. Click to show4. System Administration
          • Hierarchy leaf4.1 System Configuration
          • Hierarchy leaf4.2 Managing System Services
        • Expanded. Click to collapseCollapsed. Click to show5. Impulse DW Restful API
          • Hierarchy leaf5.1 API Token
          • Hierarchy leaf5.2 API Reference
        • Expanded. Click to collapseCollapsed. Click to show9. Release Notes
          • Hierarchy leaf9.1 Open Source Software Components and Libraries
      • Expanded. Click to collapseCollapsed. Click to showInset BI
        • Hierarchy leaf1. Getting Started with Inset BI
        • Hierarchy leaf2. Connecting to Databases
        • Hierarchy leaf3. Visualizing Data
        • Hierarchy leaf4. SQL Lab
        • Hierarchy leaf5. User Management and Access Control
        • Hierarchy leaf6. Working with Semantic Layer
        • Hierarchy leaf7. Alerts and Reports
        • Hierarchy leaf8. Release Notes
      • Hierarchy leafInset BI
      • Expanded. Click to collapseCollapsed. Click to showMLOPs
        • Hierarchy leaf1. Getting Started with MLOps
        • Hierarchy leaf2. Deploying ML Models
        • Hierarchy leaf3. Predicting
        • Hierarchy leaf4. Monitoring
        • Hierarchy leaf5. Access Control
        • Hierarchy leafRelease Notes
      • Expanded. Click to collapseCollapsed. Click to showMomentum User Guide
        • Hierarchy leaf1. Getting Started With Momentum
        • Expanded. Click to collapseCollapsed. Click to show2. ETL
          • Hierarchy leaf1.1 Ingester
          • Hierarchy leaf1.2 Transformer
          • Hierarchy leaf1.3 Custom Processor
          • Hierarchy leaf1.4 Emitter
          • Hierarchy leaf1.5 Data Pipeline
        • Expanded. Click to collapseCollapsed. Click to show3. Machine Learning
          • Hierarchy leaf3.1 Model Training
          • Hierarchy leaf3.2 ML Prediction
          • Hierarchy leaf3.3 Computer Vision
          • Hierarchy leaf3.4 NLP
        • Hierarchy leaf4. Streaming
        • Hierarchy leaf5. Process Automation
        • Hierarchy leaf6. Visualization
  • Momentum User Guide
    • Table of contents
      • Expanded. Click to collapseCollapsed. Click to showImpulse DW
        • Expanded. Click to collapseCollapsed. Click to show1. Registration and Account Management
          • Hierarchy leaf1.1 Signup
          • Hierarchy leaf1.2 Password Change
          • Hierarchy leaf1.3 Profile Management
          • Hierarchy leaf1.4 Forgot Password
        • Expanded. Click to collapseCollapsed. Click to show2. Warehouse Management
          • Hierarchy leaf2.1 Create a Warehouse
          • Hierarchy leaf2.2 Edit Warehouse
          • Hierarchy leaf2.3 Datasources In Warehouse
          • Expanded. Click to collapseCollapsed. Click to show2.4 Ingesting Data Into Tables or Datasources
            • Hierarchy leaf2.4.1 Ingesting From Momentum Data Pipeline
            • Hierarchy leaf2.4.2 Uploading File Using Impulse UI
            • Hierarchy leaf2.4.3 Ingesting From External File/Storage System
          • Expanded. Click to collapseCollapsed. Click to show2.5 Add Data to Existing Tables
            • Hierarchy leaf2.5.1 Update Existing Index
          • Hierarchy leaf2.6 Delete Table Records (Rows)
          • Hierarchy leaf2.7 Delete Tables or Datasources
          • Hierarchy leaf2.8 Monitoring Indexing Tasks
          • Hierarchy leaf2.9 View Datasource Stats
        • Expanded. Click to collapseCollapsed. Click to show3. BI Integration
          • Hierarchy leaf3.1 MVInsight Integration
          • Hierarchy leaf3.2 Tableau Integration with Impulse
        • Expanded. Click to collapseCollapsed. Click to show3. Security, Roles and Privilege Management
          • Hierarchy leaf3.1 Enable SSL
          • Hierarchy leaf3.2 Securing Backend SQL Engine
          • Hierarchy leaf3.3 Sharing and Access Control
          • Hierarchy leaf3.4 Add User
          • Hierarchy leaf3.5 Edit User
          • Hierarchy leaf3.6 Create Role
          • Hierarchy leaf3.7 Delete Role
          • Hierarchy leaf3.8 Assign Role to User
          • Hierarchy leaf3.9 Edit User Privilege
        • Expanded. Click to collapseCollapsed. Click to show4. System Administration
          • Hierarchy leaf4.1 System Configuration
          • Hierarchy leaf4.2 Managing System Services
        • Expanded. Click to collapseCollapsed. Click to show5. Impulse DW Restful API
          • Hierarchy leaf5.1 API Token
          • Hierarchy leaf5.2 API Reference
        • Expanded. Click to collapseCollapsed. Click to show9. Release Notes
          • Hierarchy leaf9.1 Open Source Software Components and Libraries
      • Expanded. Click to collapseCollapsed. Click to showInset BI
        • Hierarchy leaf1. Getting Started with Inset BI
        • Hierarchy leaf2. Connecting to Databases
        • Hierarchy leaf3. Visualizing Data
        • Hierarchy leaf4. SQL Lab
        • Hierarchy leaf5. User Management and Access Control
        • Hierarchy leaf6. Working with Semantic Layer
        • Hierarchy leaf7. Alerts and Reports
        • Hierarchy leaf8. Release Notes
      • Hierarchy leafInset BI
      • Expanded. Click to collapseCollapsed. Click to showMLOPs
        • Hierarchy leaf1. Getting Started with MLOps
        • Hierarchy leaf2. Deploying ML Models
        • Hierarchy leaf3. Predicting
        • Hierarchy leaf4. Monitoring
        • Hierarchy leaf5. Access Control
        • Hierarchy leafRelease Notes
      • Expanded. Click to collapseCollapsed. Click to showMomentum User Guide
        • Hierarchy leaf1. Getting Started With Momentum
        • Expanded. Click to collapseCollapsed. Click to show2. ETL
          • Hierarchy leaf1.1 Ingester
          • Hierarchy leaf1.2 Transformer
          • Hierarchy leaf1.3 Custom Processor
          • Hierarchy leaf1.4 Emitter
          • Hierarchy leaf1.5 Data Pipeline
        • Expanded. Click to collapseCollapsed. Click to show3. Machine Learning
          • Hierarchy leaf3.1 Model Training
          • Hierarchy leaf3.2 ML Prediction
          • Hierarchy leaf3.3 Computer Vision
          • Hierarchy leaf3.4 NLP
        • Hierarchy leaf4. Streaming
        • Hierarchy leaf5. Process Automation
        • Hierarchy leaf6. Visualization
  • Wiki
    • Table of contents
      • Expanded. Click to collapseCollapsed. Click to showImpulse DW
        • Expanded. Click to collapseCollapsed. Click to show1. Registration and Account Management
          • Hierarchy leaf1.1 Signup
          • Hierarchy leaf1.2 Password Change
          • Hierarchy leaf1.3 Profile Management
          • Hierarchy leaf1.4 Forgot Password
        • Expanded. Click to collapseCollapsed. Click to show2. Warehouse Management
          • Hierarchy leaf2.1 Create a Warehouse
          • Hierarchy leaf2.2 Edit Warehouse
          • Hierarchy leaf2.3 Datasources In Warehouse
          • Expanded. Click to collapseCollapsed. Click to show2.4 Ingesting Data Into Tables or Datasources
            • Hierarchy leaf2.4.1 Ingesting From Momentum Data Pipeline
            • Hierarchy leaf2.4.2 Uploading File Using Impulse UI
            • Hierarchy leaf2.4.3 Ingesting From External File/Storage System
          • Expanded. Click to collapseCollapsed. Click to show2.5 Add Data to Existing Tables
            • Hierarchy leaf2.5.1 Update Existing Index
          • Hierarchy leaf2.6 Delete Table Records (Rows)
          • Hierarchy leaf2.7 Delete Tables or Datasources
          • Hierarchy leaf2.8 Monitoring Indexing Tasks
          • Hierarchy leaf2.9 View Datasource Stats
        • Expanded. Click to collapseCollapsed. Click to show3. BI Integration
          • Hierarchy leaf3.1 MVInsight Integration
          • Hierarchy leaf3.2 Tableau Integration with Impulse
        • Expanded. Click to collapseCollapsed. Click to show3. Security, Roles and Privilege Management
          • Hierarchy leaf3.1 Enable SSL
          • Hierarchy leaf3.2 Securing Backend SQL Engine
          • Hierarchy leaf3.3 Sharing and Access Control
          • Hierarchy leaf3.4 Add User
          • Hierarchy leaf3.5 Edit User
          • Hierarchy leaf3.6 Create Role
          • Hierarchy leaf3.7 Delete Role
          • Hierarchy leaf3.8 Assign Role to User
          • Hierarchy leaf3.9 Edit User Privilege
        • Expanded. Click to collapseCollapsed. Click to show4. System Administration
          • Hierarchy leaf4.1 System Configuration
          • Hierarchy leaf4.2 Managing System Services
        • Expanded. Click to collapseCollapsed. Click to show5. Impulse DW Restful API
          • Hierarchy leaf5.1 API Token
          • Hierarchy leaf5.2 API Reference
        • Expanded. Click to collapseCollapsed. Click to show9. Release Notes
          • Hierarchy leaf9.1 Open Source Software Components and Libraries
      • Expanded. Click to collapseCollapsed. Click to showInset BI
        • Hierarchy leaf1. Getting Started with Inset BI
        • Hierarchy leaf2. Connecting to Databases
        • Hierarchy leaf3. Visualizing Data
        • Hierarchy leaf4. SQL Lab
        • Hierarchy leaf5. User Management and Access Control
        • Hierarchy leaf6. Working with Semantic Layer
        • Hierarchy leaf7. Alerts and Reports
        • Hierarchy leaf8. Release Notes
      • Hierarchy leafInset BI
      • Expanded. Click to collapseCollapsed. Click to showMLOPs
        • Hierarchy leaf1. Getting Started with MLOps
        • Hierarchy leaf2. Deploying ML Models
        • Hierarchy leaf3. Predicting
        • Hierarchy leaf4. Monitoring
        • Hierarchy leaf5. Access Control
        • Hierarchy leafRelease Notes
      • Expanded. Click to collapseCollapsed. Click to showMomentum User Guide
        • Hierarchy leaf1. Getting Started With Momentum
        • Expanded. Click to collapseCollapsed. Click to show2. ETL
          • Hierarchy leaf1.1 Ingester
          • Hierarchy leaf1.2 Transformer
          • Hierarchy leaf1.3 Custom Processor
          • Hierarchy leaf1.4 Emitter
          • Hierarchy leaf1.5 Data Pipeline
        • Expanded. Click to collapseCollapsed. Click to show3. Machine Learning
          • Hierarchy leaf3.1 Model Training
          • Hierarchy leaf3.2 ML Prediction
          • Hierarchy leaf3.3 Computer Vision
          • Hierarchy leaf3.4 NLP
        • Hierarchy leaf4. Streaming
        • Hierarchy leaf5. Process Automation
        • Hierarchy leaf6. Visualization
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Release Notes

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Momentum MLOps provides CI/CD for ML pipeline so that data engineers and scientists can deploy models from their development environment into production.

Data Scientists can continue using tools and programming languages of their choice to develop models and be able to efficiently deploy, manage, monitor, and scale their models in production. Momentum MLOps also provides web based user interface to manage the deployment, access control, prediction, and monitoring.

Model version control, A/B testing, data drift detection, model drift detection, team collaboration, and model governance are some of the key features that streamline the overall enterprise ML process. 

Release Date: January 10, 2022, version 2.0

  1. Web based user interface to sign up
  2. Access control and roll based access
  3. Model registry to provide a view of all deployed models and corresponding metadata
  4. Model deployment via web UI
  5. Model deployment via Curl command
  6. Model deployment via Restful API
  7. Model deployment via Python and Java
  8. Get service to get the model artifact and metadata
  9. Web interface to annotate a deployed model
  10. Upload model training/ reference dataset via browser upload
  11. Delete a model from the web interface
  12. Display a set of graphs to display model operations
    1. Number of model consumers
    2. Number of prediction requests received
    3. Number of predictions served
    4. Median response time per prediction request
    5. Data error rate
    6. System error rate
    7. Trend of daily data error rates
  13. Data drift detection
    1. Display predictors or fields having any drift compared to the reference data
    2. Display the probability distribution and P-values of each predictors/fields
  14. Users and role management
    1. Edit user profile
    2. Change password
    3. Add new users
    4. Add roles and permissions to a user
  15. Role based access
    1. Restrict users from accessing models and metadata if the user does not have privilege to that model
    2. Allow users to share their own models with other users within the same organization
    3. Restrict users from accessing features based on roles and privileges
  16. APIs
    1. Allow users to display the API key
    2. Allow users to change their API key
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