Chapters
Transcript
Episode notes
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
Introduction
00:00 • 3min
The Challenges of ML in the Social Sciences
02:39 • 3min
The Challenges of Scaling Up a Representative Sample
05:35 • 2min
How to Use Survey Data to Make Meaningful Estimates
07:20 • 3min
The Importance of Unified Classification Schemes in Data Analysis
10:31 • 2min
The New Buzz Around AI
12:42 • 3min
How to Make a Good Chatbot
15:24 • 2min
The Exploratory Data Analysis Phase
17:46 • 2min
How to Predict an Individual's Next Job
19:25 • 2min
How to Predict Your Next Job
21:08 • 2min
The Career Model: A Two Stage Prediction
22:49 • 3min
The Difference Between Career and the Econometric Baseline
25:22 • 2min
How to Evaluate a Natural Language Processing Model
27:34 • 2min
The Role of Transfer Learning in the Project
29:28 • 2min
The Importance of Job Transitions in Transfer Learning
31:25 • 2min
How to Predict Your Next Job in 20 Years
33:11 • 4min
How to Apply Transfer Learning to Analysis of Survey Data
37:02 • 3min