BDB Road Map

6.0

February 26, 2021

Dashboard Designer Features​

  1. Improved export/download functionality as PDF.
  2. Date picker development or enhancement.​​​
  3. Dynamic highlighting in the charts.​
  4. Ability to show warnings dynamically instead of fixed legends in tool tip. ​ ​​​
  5. Tool tips and hover styling.​
  6. Features of Data Sheet in the Dashboards to strengthen the Augment Analytics Features. ​​​

Business Story or Self-Service BI

  1. Stronger NLP Search (Enhancing Elastic to higher version)
  2. Enhancing BS Data Sets to next level to make the self Service DB more realistic​ ​​​
  3. Adding more charts to the BS Designer ​​​
  4. Enhancing export features ​ ​​​
  5. Enhanced Drill through Functionality​​​

DS Features and Enhancements For Python

  1. Auto ML:
    1. A separate workspace for AutoML which could be linked with Business story or Dashboard
    2. Deployment of created model to pipeline
  2. Neural Network Transfer learning:
    1. Image Classification Component
    2. Image Segmentation component
    3. Text Classification Component
    4. Tabular Neural Network Classification/Regression component
  3. Python Workbench Enhancements:
    1. Comparison of Multiple Algorithms
    2. Interpretability of Models:
      1. SHAP values
      2. PD Plots
    3. Other Usability Enhancements:
      1. Project Management in DS Workbench
      2. Training ML Models in Pipeline
      3. Improving Natural Language to SQL (using AI models)

Data Pipeline

  1. To set credentials as environment variables to provide secure access with the added layer of encryption.
  2. Introduce autoscaling feature in Pipeline.
  3. Pipeline monitoring with the alert feature to get metrics when the micro-batch gets processed.
  4. Strengthen Kafka connection via SSL and security.
  5. Ability to upload jar and submit Spark Job along with the facility to monitor job status.
  6. Seamless UI and execution integration of Data Preparation tool in Pipeline.
  7. ETL workflow integration in Pipeline
  8. Julia script executor to execute a script.
  9. Introduce CI/CD integration with Pipeline for seamless delivery
  10. Introduce role-based access for the pipeline list with permission set up to share, execute, view, and update.
  11. Orphan Pod management to view and delete orphan Pods
  12. Lookup & Enrich component
  13. Session handling enhancements in Web-socket component
  14. Ability to independently activate/ deactivate individual components
  15. AWS Kinesis Consumer & Producer
  16. Data Catalogue
  17. Knowledge Graph
  18. Meta Data Manager

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