MIT EECS CSAIL PhD Defense | Machine Learning Education Framework (Zoom re-record) | Natalie Lao
Автор: Natalie Lao
Загружено: 2020-09-04
Просмотров: 1922
Описание:
Natalie Lao received her PhD from MIT CSAIL in 2020, advised by Professor Hal Abelson. Her thesis topic was "Reorienting Machine Learning Education Towards Tinkerers and ML-Engaged Citizens".
00:00:00 - Introduction
00:00:56 - Outline and contributions
00:03:15 - Vision
00:07:26 - Current state of ML education
00:11:50 - Education theories
00:15:03 - The Machine Learning Education Framework
00:23:24 - Deep Learning Practicum (an MIT course built using the framework)
00:36:42 - Analysis of 6 AI and ML courses
00:45:14 - The Personal Audio Classifier (PAC) for MIT App Inventor
00:53:17 - Recommendations
00:59:00 - Acknowledgements
Dissertation: https://drive.google.com/file/d/1B4vS...
Curriculum Rubric: https://docs.google.com/spreadsheets/...
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