How to Effectively Scale ML & AI in Any Organization

Discover how to effectively scale machine learning and artificial intelligence in any organization in this 20-minute talk by Dr. Ella Hilal, Director of Data Science for the Growth and Revenue team at Shopify. Learn key principles for integrating AI, including creating a strong data culture, incorporating ML models into product experiences, and understanding when simpler models may be more effective. Gain insights from Shopify's experiences serving over 1.7 million global entrepreneurs, covering topics such as understanding data, solving real problems, creating the right team, building ML-driven products, and managing the ML lifecycle. Explore practical strategies for automation, experimentation, and addressing complexity and bias risks in AI implementation.

Intro
What is Shopify
Our global mission
Understand your data
Consumer Report
Shopify Inbox
Shopify Chat
Data Trends
Solving Real Problems
Focus on Impact
ML AI Strategy
Create the right team
Build in ML driven product
Build and productionize models
ML life cycle
Automation
Experiment
Objectives
Libraries
Need
Complexity
Bias Risk
Dont Bolt
Bonus Story
Summary