On Structuring an ML Platform 1 Pizza Team //Breno Costa & Matheus Frata //MLOps Coffee Sessions #73

MLOps Coffee Sessions #73 with Breno Costa and Matheus Frata, On Structuring an ML Platform 1 Pizza Team. // Abstract Breno and Matheus were part of an organizational change at Neoway in recent years. With the creation of cross-functional and platform teams in order to improve the value stream generated by these. They share their experience in creating a machine learning platform team. The challenges they faced along the way, how they approached using product thinking and the results achieved so far. // Bio Matheus Frata Matheus is an Electronics Engineer that got into Data Science by accident! During his graduation, Matheus joined Neoway as a Data Scientist, but during that time he saw a lot of problems that were related to engineers! This was Matheus' beginning with MLOPS.  Today, Matheus works as a Machine Learning Engineer helping their Data Scientists to FLY!!! Breno Costa Breno uses his mixed background in Computer Science and Mathematical Modeling to design and develop ML-based software products. A brief period as an entrepreneur gives a different look at how to approach problems and generate more value. He has worked at Neoway for three years and currently works as a machine learning engineer on the Platform team. // Related links https://mlops.community/building-neoways-ml-platform-with-a-team-first-approach-and-product-thinking/ --------------- ✌️Connect With Us ✌️ ------------- Join our slack community: https://go.mlops.community/slack Follow us on Twitter: @mlopscommunity Sign up for the next meetup: https://go.mlops.community/register Catch all episodes, blogs, newsletter and more: https://mlops.community/ Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/ Connect with Vishnu on LinkedIn: https://www.linkedin.com/in/vrachakonda/ Connect with Breno on LinkedIn: https://www.linkedin.com/in/breno-c-costa/ Connect with Matheus on LinkedIn: https://www.linkedin.com/in/matheus-frata/ Timestamps: [00:00] Introduction to Breno Costa & Matheus Frata [02:08] Breno's background in Neoway [03:23] What does Neoway do and Matheus' background in Neoway [05:43] Organizational structure of Neoway [07:31] Concept of redesign [10:47] Getting the structure right as a priority [15:26] Designing the teams [20:28] Three different ways of setting up the cells interaction [23:58] Platform differences [25:33] Technical components before redesigning and organizational overhauling [31:50] Supporting platform teams [33:23] Settling tech stack managing technical needs [42:10] Building internal tools [50:10] Wrap up