True ML Talks #1 - Machine Learning Workflow @ Gong
Welcome to TrueMLTalks, the video series where we will be hosting ML leaders and diving deeper into the ML Stack of the most innovative companies like Gong, StichFix, SalesForce, Facebook, Simpl, and many more. We will learn the fine print of their experience in managing ML pipelines and building best practices along the way.
To kick off the first discussion of the series, we are delighted to have Noam Lotner, Research Operations Team Lead at Gong. You all know, Gong is a leading Revenue Intelligence platform that empowers revenue teams to achieve their full potential by analyzing customer interactions across multiple channels, including phone, email, and web.
In this video, Noam shares his expertise and insights on:
✅Why is ML Important to Gong and the Use cases.
✅How are these Models segmented across Customers?
✅ML System Workflow at Gong. How is the ML Researcher Workflow set up at Gong?
✅Challenges that make ML a complex Problem to solve at Gong.
Don't miss this opportunity to learn from one of the brightest minds in the ML industry. Tune in to the first episode of TrueMLTalks now!
⚡⚡⚡Read the blog summary of the video:
https://blog.truefoundry.com/machinel...
Timestamps
00:00 - start
2:28 - Use cases for ML at Gong
4:58 - How are these Models segmented across Customers
6:42 - Managing Cost Challenge
8:40 - ML Researcher Workflow set up at Gong
12:48 - Challenges that make ML a complex Problem to solve at Gong
19:18 - Diving deeper into the cost side for this researcher's work
22:20 - Why Kubernetes and why it is the way to go
29:53 - Why data governance is super important
31:41 - Research Org at Gong
35:17 - Build vs Buy decision
37:47 - ML landscape over the next 5 odd years
About Our Guest 🚀💙🚀
Noam Lotner is Research Operations Team Lead at Gong. He is building the operational platform for the AI/ML research group - automating model release processes, experiment management and performance tests, building labeling and dataset creation tools, and enabling secure access to production data-sources
⚡Reach out to him -
/ noam-lotner-8751321
⚡Know more about Gong:
https://www.gong.io/
About TrueFoundry 🚀💙🚀
TrueFoundry is a Cross-Cloud ML Deployment PaaS that enables enterprises to speed up developer workflows to test and deploy models while ensuring full security and control for the Infra/DevSecOps team. Through our platform, we enable Machine learning Teams to deploy and monitor models in 15 minutes with 100% reliability and scalability - allowing them to save cost and release Models to production faster, enabling real business value realisation. We deploy on Customer's Infrastructure, ensuring that Data Privacy and other security aspects are well taken care of.
⚡Concept Video: • TrueFoundry Explainer Video
⚡ A short ~4 min demo of the platform: https://t.ly/0fk1
Read our blog: https://blog.truefoundry.com/
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