
MLOps.community Calibration for ML at Etsy - apply() special // Erica Greene and Seoyoon Park // MLOps Coffee Sessions #78
Jan 31, 2022
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
Introduction
00:00 • 3min
How Do You Know if You're Interested in Machine Learning?
02:45 • 4min
Machine Learning - What Was the Transition Like?
06:38 • 2min
Changing the Focus of a Team of Engineers
08:54 • 2min
How Much M L Do I Need to Know to Be an M L Engineer?
11:11 • 2min
Feature Engineering - What We Didn't Know Before?
13:41 • 2min
How Did You Have the Confidence to Implement the Models?
15:30 • 2min
Is It a Battle Hardened by That?
17:39 • 2min
How to Train a Click Through Ratio Model
19:46 • 2min
Why Calibrating Models Is Important?
21:50 • 3min
The Distributions of Output Scores Shift Wildly When You Changed Models
24:21 • 4min
How to Calebrate a Model?
28:10 • 2min
How to Evaluate the Metrix?
29:45 • 2min
Virtuing Binary Prediction
31:42 • 3min
I'll Still Reach One, but I'm Not Sure.
34:48 • 4min
A, Is It a Semless Transition on the Second Past Model?
38:54 • 3min
What Are the Ward Stories?
41:57 • 1min
How to Make Models Work for You?
43:25 • 3min
Is This You?
46:13 • 2min
Those May Have Been the Best War Stories That I Have Heard.
47:55 • 2min
