The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) Live from TWIMLcon! Overcoming the Barriers to Deep Learning in Production with Andrew Ng - #304
Oct 1, 2019
Andrew Ng, the Founder and CEO of Landing AI and a key figure behind Google Brain, delves into the intricate landscape of AI adoption in various industries. He shares insights on overcoming challenges in large enterprises and emphasizes the importance of education in navigating machine learning's complexities. The discussion touches on managing risks during model deployment and the necessity for collaborative tools in data management. Ng's thoughts on integrating AI across manufacturing, agriculture, and healthcare highlight the transformative potential of technology.
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Start Small, Think Big
- Start small with AI projects, focusing on achievable goals to build momentum and learn.
- Form cross-functional teams with both machine learning and business experts to brainstorm and evaluate potential projects.
Google Brain's Early Wins
- Andrew Ng's first Google Brain project was improving Google Speech, not the most glamorous, but it built internal trust.
- This success led to other projects like Google Maps, which used OCR to improve house placement accuracy, eventually leading to larger initiatives.
Data Discrepancy Challenge
- Consumer internet companies, rich in data, easily adopted AI, but other industries face the challenge of limited data.
- Deploying models requires handling real-world data discrepancies from test sets and developing robust MLOps processes.