ML Session "Continuous Model Design and Simulation with CML and reporting on Workflows" (F. Zills, J. Range)

April 27, 2022, 2:00 p.m. (CEST)

Time: April 27, 2022, 2:00 p.m. (CEST)
Lecturer: F. Zills, J. Range
Download as iCal:

The ML committee of the Cluster of Excellence SimTech hereby invites you to the upcoming ML Session with F. Zills and J. Range on Continuous Model Design and Simulation with CML and reporting on Workflows

Date: Wednesday, 27 April 2022
Time:
2 to 3 pm
Place: Pfaffenwaldring 57, SR 8.122 (in person, NOT by Webex)

The design of machine learning models involves many crucial steps, which can be broken down to model discovery followed by hyperparameter-tuning and finally the deployment for production. Currently, most of these steps are executed and evaluated manually, which is often a tedious task and could potentially render a reproduction impossible.

While machine learning code is mostly distributed via GitHub, the power of Continuous Integration hasn't been used to its full potential. To solve this, Data Version Control (DVC) and Continuous Machine Learning (CML) have been introduced. DVC provides a language agnostic framework for managing parameters and results for the given machine learning pipelines together with GIT. The full potential of this setup can be found in the application of CML, which utilizes the complete CI/CD framework. Experiments are automatically submitted to provided computational resources through a single git commit. Furthermore, CML can be used to produce reports on these experiments. Finally, a complete overview is available through Iterative Studio. This allows for easier reproduction and collaboration on experiments.


December 2022

November 2022

October 2022

September 2022

July 2022

June 2022

May 2022

April 2022

March 2022

February 2022

January 2022

December 2021

November 2021

October 2021

September 2021

July 2021

June 2021

May 2021

April 2021

March 2021

February 2021

January 2021

December 2020

November 2020

October 2020

August 2020

July 2020

June 2020

May 2020

March 2020

February 2020

January 2020

December 2019

November 2019

October 2019

September 2019

July 2019

June 2019

May 2019

June 2019

November 2019

To the top of the page