Instructor bio
Emmielar is a Lead AI Engineer with over a decade building machine learning systems at scale. He has trained 140,000+ students worldwide and specializes in making complex.
Core expertise
Experience
Lead AI Engineer
Anthropic Labs • 2021 – PresentLeads a team building production LLM pipelines and evaluation systems serving.
Senior ML Engineer
Google Brain • 2016 – 2021Shipped recommendation and ranking models, and mentored dozens of junior.
Data Scientist
Spotify • 2013 – 2016Built the first generation of personalized playlist models used by tens of millions of listeners.
Courses by Edward
Student reviews
“Our team reduced manual reporting time drastically and now focuses on strategy instead of repetitive data tasks thanks to AI insights.”
“The platform transformed complex analytics into simple actions, helping our team make faster, smarter deep technical expertise daily.”


Edward Collins




