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Home Machine Learning

Encapsulation: A Software program Engineering Idea Knowledge Scientists Should Know To Succeed | by Benjamin Lee | Jan, 2025

Admin by Admin
January 6, 2025
in Machine Learning
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LLM Embeddings vs TF-IDF vs Bag-of-Phrases: Which Works Higher in Scikit-learn?

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Picture by Max Chen on Unsplash

Easy ideas that differentiate an expert from amateurs

Benjamin Lee

Towards Data Science

Knowledge science attracts quite a lot of completely different backgrounds. From my skilled expertise, I’ve labored with colleagues who have been as soon as:

  • Nuclear Physicists
  • Submit-docs researching Gravitational Waves
  • PhD’s in Computational Biology
  • Linguists

simply to call a couple of.

It’s fantastic to have the ability to meet such a various set of backgrounds and I’ve seen such quite a lot of minds result in the expansion of a inventive and efficient Knowledge Science perform.

Nonetheless, I’ve additionally seen one huge draw back to this selection:

Everybody has had completely different ranges of publicity to key Software program Engineering ideas, leading to a patchwork of coding expertise.

In consequence, I’ve seen work finished by some knowledge scientists that’s good, however is:

  • Unreadable — you don’t have any concept what they’re making an attempt to do.
Tags: BenjaminConceptDataEncapsulationEngineeringJanLeeScientistsSoftwareSucceed

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