cover of episode scikit-learn & data science you own

scikit-learn & data science you own

2024/11/19
logo of podcast Practical AI: Machine Learning, Data Science, LLM

Practical AI: Machine Learning, Data Science, LLM
AI Deep Dive AI Chapters Transcript
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Guillaume Lemaitre
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Yann Lechelle
Topics
Yann Lechelle作为Probabl公司的CEO，介绍了公司的起源、使命以及对scikit-learn的未来规划。Probabl公司源于法国研究中心Inria，致力于构建包括scikit-learn在内的一系列开源数据科学工具。公司以维护开源数据科学为使命，并将其写入公司章程。Yann Lechelle强调，Probabl的目标是成为一家类似Red Hat的开源公司，并最终通过IPO实现可持续发展，从而更好地服务于全球数据科学家，并促进数据科学领域的多样化发展。 Guillaume Lemaitre作为Probabl的开源工程师，详细阐述了scikit-learn的技术特点、应用场景以及社区贡献方式。scikit-learn是一个机器学习库，专注于预测建模，相比深度学习，它更加简单、成本更低，并适用于多种数据类型。Guillaume Lemaitre还介绍了Probabl正在开发的其他库，例如Scrub和Scribes，旨在改进数据持久化、数据库集成、可视化和模型评估等方面。他鼓励开发者积极参与scikit-learn社区，并提供了具体的参与途径和指导。

Deep Dive

Chapters
Yann Lechelle explains the origins of Probabl, a company spun off from a French research center, and its mission to steward open-source technologies like scikit-learn.
  • Probabl is a spin-off from a French research center called INRIA.
  • The company's mission is to build a suite of open-source technologies for data science, with scikit-learn at its core.
  • Scikit-learn is used by nearly every data scientist globally and has been downloaded over 1.5 billion times.

Shownotes Transcript

We are at GenAI saturation, so let’s talk about scikit-learn, a long time favorite for data scientists building classifiers, time series analyzers, dimensionality reducers, and more! Scikit-learn is deployed across industry and driving a significant portion of the “AI” that is actually in production. :probabl is a new kind of company that is stewarding this project along with a variety of other open source projects. Yann Lechelle and Guillaume Lemaitre share some of the vision behind the company and talk about the future of scikit-learn!

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