Tecton 0.6: Notebook-driven Development for Feature Engineering - MLOps Meetup
Offered By: MLOps.community via YouTube
Course Description
Overview
Syllabus
[] Musical intro for Jason Dunne
[] Notebook-driven Development
[] Tecton 0.6: Agenda
[] Real-Time ML
[] Uber Eats: Real-Time ML At Scale
[] Building Real-Time systems is hard. Maintaining them is harder
[] Tecton Feature Platform Overview
[] Tecton allows teams to quickly and reliably transform and serve data for ML applications, at scale.
[] Tecton Feature Platform: Design, Build, Centralize, Serve, and Manage Features for Production ML
[] Tecton is the Feature Platform of choice for leading ML teams across industries and use cases
[] 0.6 Core Capabilities
[] Public Preview: Notebook-driven Development
[] Notebook-driven Development reduces the number of steps for developers creating new features
[] Notebook-driven Development Demo
[] Tecton's Feature Platform
[] Feature depends on another feature
[] Production flow
[] Difference from TDD
[] Low-latency ingestion that powers real-time feature pipelines
[] Sufferance from sweet test labeling
[] Being self-hosted
[] Notebook cluster
[] Wrap up
Taught by
MLOps.community
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