Practical AI: Machine Learning, Data Science, LLM cover image

Practical AI: Machine Learning, Data Science, LLM

Machine learning in your database

Jun 22, 2022
49:04

Podcast summary created with Snipd AI

Quick takeaways

  • Machine learning models can be simplified using relational data predictions with algorithms like linear regression and XGBoost.
  • Implementing PostgresML in databases can solve real-time join problems, streamline data processing, and simplify model training.

Deep dives

Simplifying Machine Learning Workflows

In practical AI applications at Instacart, complex machine learning models can often be simplified to tackling relational data predictions. Utilizing linear regression, XGBoost, and other algorithms on relational data with select functionalities like joins can yield accurate predictions without leaning heavily on deep learning methods.

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