Overview
Syllabus
[] Introduction to Antoni Ivanov
[] Applying DevOps Practices in Data and ML Engineering
[] Agenda
[] DevOps Challenges
[] Versatile Data Kit
[] DevOps for Data as a Service
[] Components
[] VDK, SDK, and VDK Runtime Control Service
[] Automate and Abstract the Development Process
[] Quick Example: DevOps Plugin
[] Automate and Abstract the Data Journey
[] Quick Example: vdk-impala, vdk-trino
[] Data Journey: Ingestion
[] Ingestion Job
[] Demo
[] Step 1: Explore VDK's Functionalities
[] Step 2: Create a Data Job
[] Features in real-time
[] Working with streaming tools
[] VK as a training model
[] Step 3: Ingestion Job
[] Step 4: Processing Job
[] Step 5: Deploy
[] Step 6: Extend Anonymize
[] Step 6: Extend SQL Validation
Taught by
MLOps.community