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MLOps : How DVC smartly manages your data sets for training your machine learning models on top of Git

MLOps : How DVC smartly manages your data sets for training your machine learning models on top of Git

by Samson ZHANG | May 25, 2022 | Consulting article

This article belongs to a series of articles about MLOps tools and practices for data and model experiment tracking. In the first part, we explained why data and model experiment tracking was important, and how tools like DVC and Mlflow could solve this challenge....
MLOps : Why data and model experiment tracking is important ? How tools like DVC and MLflow can solve this challenge ?

MLOps : Why data and model experiment tracking is important ? How tools like DVC and MLflow can solve this challenge ?

by Samson ZHANG | May 2, 2022 | Consulting article

With the rise of interest and the number of machine learning projects (self-driving car, facial recognition, recommendation systems), traditional software development has shifted from hard-coded rules to data-estimated rules a.k.a. data-driven models (cf. figure 1). A...
Diversity and Deep Forest theory : Applying an important concept to a promising framework

Diversity and Deep Forest theory : Applying an important concept to a promising framework

by Simon PROVOST | Apr 13, 2022 | Consulting article

Nowadays, diversity is the holy grail of model accuracy: deep forest is a promising framework based on deep learning layers but without neurons and back propagation. The revolutionary deep forest frameworks enable the introduction of diversity as the tip of the...
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