Machine Learning Solution to Personalize Recommendations [Thumbtack]
An episode of the Snacks Weekly on Data Science podcast, hosted by Pan Wu, titled "Machine Learning Solution to Personalize Recommendations [Thumbtack]" was published on February 10, 2025 and runs 10 minutes.
February 10, 2025 ·10m · Snacks Weekly on Data Science
Summary
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
Episode Description
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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