MLOps.community Approaches to Fairness and XAI // Murtuza Shergadwala // MLOps Podcast #142
Jan 24, 2023
Chapters
Transcript
Episode notes
1 2 3 4 5 6 7 8 9 10 11 12
Introduction
00:00 • 4min
What Is Your Background? And How Did You Become a Mechanical Engineer?
03:52 • 4min
Is There a Connection Between Cognitive Bias and Mechanical Engineering?
07:58 • 4min
The Human Centric Perspective on Modern Monitoring Systems
11:50 • 2min
Designing a Dashboard - Who's the User?
13:54 • 1min
The Evolution of Explainability in Machine Learning
15:09 • 5min
The Human-Centered Approach to Machine Learning Model Management
20:25 • 3min
ML Monitoring - Is FIDLER the Only ML Model Monitoring Tool?
23:48 • 2min
The Three Pillars in ML Monitoring
25:44 • 3min
Detecting Outliers and Alerts
28:22 • 4min
What Kind of Alerts Do You Have?
32:15 • 4min
Is There a One Solution Fits It All?
35:47 • 3min