Completed
Does it Work
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Production Model Deployment
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 Juliets background
- 3 Agenda
- 4 Lifecycle
- 5 Black boxes
- 6 Featureization
- 7 Deployment as Sharing
- 8 Building a Service
- 9 Models
- 10 Model App
- 11 Problem Serialization
- 12 Does it Function
- 13 Does it Work
- 14 AB Testing
- 15 AB Testing Forever
- 16 Deployment
- 17 Deployment schedule
- 18 When to deploy
- 19 Machine learning pipelines
- 20 Lambda architecture
- 21 Engineering requirements
- 22 Model throughput
- 23 Feature store
- 24 Model output
- 25 Evergreen solution
- 26 The handoff
- 27 Conways Law
- 28 Data Scientist vs Software Engineer
- 29 Data Science Departments
- 30 Machine Learning
- 31 Communication
- 32 Model Handoff
- 33 Clean Interfaces
- 34 Serialization
- 35 PMML
- 36 Limitations of PMML
- 37 General Questions
- 38 Team Structure
- 39 QA