The Data Scientist Show - Daliana Liu How to effectively test and debug machine learning models, from ML engineer@Apple to startup founder - Gabriel Bayomi - the data scientist show #055
10 snips
Oct 24, 2022 AI Snips
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Alexa Prize Bot Experience
- Gabriel worked on the Alexa Prize project to develop a bot capable of holding 20-minute conversations.
- The maximum conversation length achieved was about 10 minutes, highlighting the challenge in conversational AI.
Human Behavior in Conversational AI
- To build conversational AI, focus more on understanding human behavior than just machine learning.
- Use strategies like leading users from general topics to more specific interests to mimic natural conversations.
Data Quality is Key
- Data quality and proper evaluation are critical in ML engineering, more than just model building.
- Ensuring the right data coverage for specific tasks defines a model's success in production environments.