Shows
Pipeline ConversationsML Monitoring with Emeli DralI'll be having some conversations with the people behind the tools that ZenML offers as integrations. We spoke with Ben Wilson a few weeks back, and today I'm pleased to publish this conversation with Emeli Dral, co-founder and CTO of Evidently, an open-source tool tackling the problem of monitoring of models and data for machine learning.
We discussed the challenges around building a tool that is both straightforward to use while also customisable and powerful. We also got into the thinking behind how they grew their community and blog along the way.Special Guest: Emeli...2022-07-0746 min
Adventures in Machine LearningMonitoring and Evaluating Data Sets ft. Emeli Dral and Elena Samuylova - ML 049Emeli Dral and Elena Samuylova joins the Adventure to discuss the tools they have built to monitor data quality to determine where data problems occur, what they mean, and how to fix them. Panel Ben WilsonFrancois Bertrand Guest Elena SamuylovaEmeli Dral Sponsors Dev Influencers AcceleratorLevel Up | Devchat.tvPodcastBootcamp.io Links Evidently AIWhen to Retrain an Machine Learning Model? Run these 5 checks to decide on the scheduleGitHub | evidentlyai/evidentlyLinkedIn: Elena SamuylovaTwitter: Elena Samuylova ( @elenasamuylova )LinkedIn: Emeli DralTwitter: Emeli Dral ( @EmeliDral ) Contact Ben: DatabricksGitHub | BenWilson2/ML-EngineeringGitHub | databrickslabs/automl-toolkitLinkedIn: Benjamin Wilson Contact Francois: Francois BertrandGitHub | fbdesignpro/sweetviz Special Guests: Elena Samuylova and Emeli...2021-10-1417 min
The Python Podcast.__init__Monitor The Health Of Your Machine Learning Products In Production With EvidentlySummary
You’ve got a machine learning model trained and running in production, but that’s only half of the battle. Are you certain that it is still serving the predictions that you tested? Are the inputs within the range of tolerance that you designed? Monitoring machine learning products is an essential step of the story so that you know when it needs to be retrained against new data, or parameters need to be adjusted. In this episode Emeli Dral shares the work that she and her team at Evidently are doing to build an open source syst...2021-09-0350 min
DatacastEpisode 66: Monitoring Models in Production with Emeli DralShow Notes(02:07) Emeli shared her educational background getting degrees in Applied Mathematics and Informatics from the Peoples’ Friendship University of Russia in the early 2010s.(04:24) Emeli went over her experience getting a Master’s Degree at Yandex School of Data Analysis.(07:06) Emeli reflected on lessons learned from her first job out of university working as a Software Developer at Rambler, one of the biggest Russian web portals.(09:33) Emeli walked over her first year as a Data Scientist developing e-commerce recommendation systems at Yandex.(13:38) Emeli discussed core projects accomplished as the Chief Data Scientist at Yandex Data Factory, Yandex’s end...2021-06-0946 min
Machine Learning EngineeredIndustrial Machine Learning and Building Tools for Data and Model Monitoring with Evidently AI Co-Founders Elena Samuylova and Emeli DralElena Samuylova and Emeli Dral are the co-founders of Evidently AI, where they build open source tools to analyze and monitor machine learning models. Elena was previously the head of the startup ecosystem at Yandex, director of business development at their data factory and chief product officer at Mechanica AI. Emeli was previously a data scientist at Yandex, chief data scientist at the data factory and Mechanica AI in addition to teaching machine learning both online and at multiple universities. Learn more about Elena, Emeli, and Evidently AI:
https://evidentlyai.com/ (https://evidentlyai.com/)
https://twitter.com/elenasamuylova (https://twitter...2021-02-161h 21Machine Learning EngineeredIndustrial Machine Learning and Building Tools for Data and Model Monitoring with Evidently AI Co-Founders Elena Samuylova and Emeli DralElena Samuylova and Emeli Dral are the co-founders of Evidently AI, where they build open source tools to analyze and monitor machine learning models. Elena was previously the head of the startup ecosystem at Yandex, director of business development at their data factory and chief product officer at Mechanica AI. Emeli was previously a data scientist at Yandex, chief data scientist at the data factory and Mechanica AI in addition to teaching machine learning both online and at multiple universities.Learn more about Elena, Emeli, and Evidently AI:https://evidentlyai.com/https://twitter...2021-02-161h 21