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The MLOps Podcast
Dean Pleban @ DagsHub
35 episodes
1 week ago
A podcast from DagsHub about bringing machine learning into the real world. Each episode features a conversation with top data science and machine learning practitioners, who'll share their thoughts, best practices, and tips for promoting machine learning to production
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Technology
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All content for The MLOps Podcast is the property of Dean Pleban @ DagsHub and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
A podcast from DagsHub about bringing machine learning into the real world. Each episode features a conversation with top data science and machine learning practitioners, who'll share their thoughts, best practices, and tips for promoting machine learning to production
Show more...
Technology
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🌲 Machine Learning in Agriculture: Scaling AI for Crop Management with Dror Haor
The MLOps Podcast
50 minutes 46 seconds
1 year ago
🌲 Machine Learning in Agriculture: Scaling AI for Crop Management with Dror Haor

In this episode, Dean speaks with Dror Haor, CTO at SeeTree, about the challenges of deploying AI in agriculture at scale. They explore how SeeTree integrates AI and sensor fusion to manage vast amounts of remote sensing data, helping farmers improve crop yields with high accuracy at low costs. Dror shares insights on handling data drift, customizing models for different regions, and balancing the trade-offs between cost and performance. This conversation dives deep into practical machine learning applications in agriculture, offering valuable lessons for anyone working with large-scale data and AI. Join our Discord community: https://discord.gg/tEYvqxwhah --- Timestamps: 00:00 Introduction 00:32 Production in machine learning at SeeTree 07:34 Sensor fusion in machine learning 16:26 Balancing accuracy and cost in agriculture 20:09 Customizing models for different customers and crops 24:19 Dealing with data in different domains 30:10 Tools and processes for ML at SeeTree 35:58 Building for scale 40:17 Collecting user feedback and self-improving products 42:45 Exciting developments in ML & AI 45:12 Hot takes in ML - Overfitting is good 46:34 Recommendations for the Audience ➡️ Dror Haor on LinkedIn – https://www.linkedin.com/in/dror-haor-phd-77152322/ ➡️ Dror Haor on Twitter – https://x.com/DrorHaor 🌐 Check Out Our Website! https://dagshub.com Social Links: ➡️ LinkedIn: https://www.linkedin.com/company/dagshub ➡️ Twitter: https://x.com/TheRealDAGsHub ➡️ Dean Pleban: https://x.com/DeanPlbn

The MLOps Podcast
A podcast from DagsHub about bringing machine learning into the real world. Each episode features a conversation with top data science and machine learning practitioners, who'll share their thoughts, best practices, and tips for promoting machine learning to production