Rethinking ML Development - A Data-Centric Approach - JIMMY WHITAKER
Learn the latest advancements Data Science – all from the comfort of your home office:
Join us for an insightful talk by Jimmy Whitaker on rethinking Machine Learning Development with a Data-Centric Approach. Jimmy is an expert in Machine Learning and Natural Language Processing (NLP) with experience in speech recognition and applied research. In this talk, he will share his valuable insights on how to develop Machine Learning models effectively using a data-centric approach. With a Masters from the University of Oxford, Danushka is a sought-after speaker, and you won’t want to miss this opportunity to learn from one of the best in the field!
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Key Topics:
0:00 - Introductions
0:45 - Agenda
1:42 - AI Today
4:45 - What is Data-Centric AI?
6:00 - The Move to Data-Centric AI
11:05 - Set Yourself up for Iteration
17:05 - Great Tools Help Make Great Products
22:15 - Make it easy to write, test, run, and reproduce your analytics
27:20 - Solve one problem at a time
28:05 - Quality is everyone’s problem, especially with data
29:28 - Recap
Playlists:
Learning About Machine and Deep Learning:
Getting Started with Data Engineering and MLOps:
Natural Language Processing and its Uses:
Related Blogs:
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10 Methods for Better Machine Learning at ODSC East 2023:
MIT’s New Technique Empowers Machine Learning Models to Address Confidence in Predictions:
Responsible AI: Interpret-Text:
Leveraging Time-Series Segmentation and Machine Learning for Better Forecasting Accuracy:
State of Machine Learning Survey Results Part One:
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