Machine Learning AI
Machine Learning AI
About the Data
Data Refresh Frequency: Updated daily at around 9:00 UTC. New AI model scan data can take up to 24 hours to appear.
Minimum Requirements: None
Overview
This interactive dashboard allows you to view all open-source Machine Learning (ML) and Artificial Intelligence (AI) components that have been integrated with your applications in Lifecycle. You can sort or filter the AI/ML components based on the type of the algorithm they are based on. This will be helpful in understanding the existing AI/ML adoption patterns in specific business areas and predict future adoption based on the current trends.
Note
Currently supported formats/ecosystems: PyPI, NuGet & CRAN.
This dashboard can currently detect the following categories of AI/ML algorithms or frameworks:
| Framework/Algorithm Type | Definition |
|---|---|
| Computer Vision | Type of AI that enables computers or systems to understand and interpret visual information from images or videos. |
| Deep Learning | Subset of machine learning employing neural networks with multiple layers to learn patterns from data |
| Generative AI | AI to create new, human-like content such as images, text, or code |
| Machine Learning | Enabling computers to learn from existing data and make predictions or decisions without explicit programming intervention |
| Model Deployment & Operations | Management and deployment of machine learning models in real-world applications |
| Natural Language Processing | AI to enable machines to understand and generate natural human language |
Get to Know Your ML/AI Dashboard
Built-in Filters
AI Type: You can filter the dashboard results using the filters in the top panel to narrow results by First Scan Date, Organization, Sub Orgs, Application, Stage, AI type, and Subtype.
First Scan Date: The date when an application or component was scanned for the first time.
Note
When you select an Organization, only the corresponding Sub Org and Application values under that organization are available for selection. If a selected Sub Org does not contain data, the data from the parent Organization is displayed within the Sub Org scope.
Types of AI Components
This section shows a distribution of the different types of AI components detected during Lifecycle scans.
Types of AI in Applications
This section shows a distribution of the different types of AI that are in use by applications in Lifecycle.
Top 35 AI Components in Your Applications
Top 20 Functions of AI in your Applications
AI Components in Each Organization
How it is calculated:
- Counts unique component names within the current filter context.
- Null or empty component names are excluded from the count.
- The same component appearing in different applications is counted once unless filtered by application.
- If a component is scanned multiple times across different scan periods, it is counted once per unique component name.
Note
The Totals value displayed in the table represents the total number of unique AI components detected within the current filter context. The Totals value is not calculated as the sum of the individual table row values.
AI Components in Each Application
All AI Components Within Your Applications
Note
The table displays up to the first 5,000 matching results.
Additional Supported Operations
You can download the underlying data by clicking on the kebab (3 vertical dots) icon on right top corner of this dashboard.
Using the option, Schedule Delivery as shown below, you can send the dashboard data to multiple email addresses in the preferred format. Supported formats include PDF, CSV or a PNG zip file. Use the Recurrence and time field to set the timing of your data delivery options.
Troubleshooting
Problem
Clicking on the browser Refresh button may give you the following error:
Solution
Click the Back button on your browser, from the page where you see this error, to go back to the Landing page Enterprise Reporting. Select the dashboard you want to view, to reload the visualizations.
Problem
No data visible on the dashboard or any other issues with the dashboard.
Solution
Click on Copy to Support Info to Clipboard button and contact support with this information.