EPISODE · Feb 10, 2025 · 10 MIN
Machine Learning Solution to Personalize Recommendations [Thumbtack]
from Snacks Weekly on Data Science · host Pan Wu
In this episode, we will explore Thumbtack’s business model and the importance of recommendations in helping professionals grow their businesses. We will share the team’s machine learning solution architecture, which involved building two sub-models and deploying them using offline inference to meet the business needs cost-efficiently. This quick and nimble approach to machine learning demonstrates how technology can effectively solve real-world business challenges. For more details, you can refer to their published tech blog, linked here for your reference: https://medium.com/thumbtack-engineering/how-we-personalized-recommendations-for-professionals-on-thumbtack-40131b57c3a9
What this episode covers
In this episode, we will explore Thumbtack’s business model and the importance of recommendations in helping professionals grow their businesses. We will share the team’s machine learning solution architecture, which involved building two sub-models and deploying them using offline inference to meet the business needs cost-efficiently. This quick and nimble approach to machine learning demonstrates how technology can effectively solve real-world business challenges. For more details, you can refer to their published tech blog, linked here for your reference: https://medium.com/thumbtack-engineering/how-we-personalized-recommendations-for-professionals-on-thumbtack-40131b57c3a9
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Machine Learning Solution to Personalize Recommendations [Thumbtack]
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