# 6.2. ML model monitoring dashboard with Evidently. Batch architecture \[CODE PRACTICE]

{% embed url="<https://youtu.be/u4Mcu0hXfMA?si=uNdmwVdKcAWP410K>" %}

**Video 2**. [ML model monitoring dashboard with Evidently. Batch architecture \[CODE PRACTICE\]](https://youtu.be/u4Mcu0hXfMA?si=uNdmwVdKcAWP410K), by Emeli Dral

In this video, we create a script to generate Reports and Test Suites for several batches of data and design different panels to display on a live ML monitoring dashboard.

**Want to go straight to code?** Here is the [code example](https://github.com/evidentlyai/ml_observability_course/blob/main/module6/batch_monitoring_dashboard.py) to follow along.

**Outline:**\
[00:00](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=0s) Introduction\
[00:47](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=47s) Overview of the script\
[02:27](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=147s) Imports\
[03:28](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=208s) Create global variables\
[05:41](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=341s) Load the data\
[07:19](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=439s) Implement the function to generate Reports and Test Suites\
[11:32](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=692s) Create a Project\
[13:53](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=833s) Add a counter panel (dashboard title)\
[15:10](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=910s) How to filter which data to display\
[16:31](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=991s) Add a line plot panel (target drift)\
[19:55](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=1195s) Add a bar plot panel (dataset drift)\
[21:23](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=1283s) Add test suite panels\
[22:47](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=1367s) Implement the function to generate the Dashboard\
[23:46](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=1426s) Live script debugging\
[27:11](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=1631s) Run the script and monitoring service\
[28:36](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=1716s) View and explore the dashboard in the browser\
[30:21](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=1821s) View the individual Reports and Test Suites\
[31:38](https://www.youtube.com/watch?v=u4Mcu0hXfMA\&t=1898s) Recap and next steps