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    Iterative Blogs

    Find here Iterative news, findings, interesting reads, community takeaways, deep dive into machine learning workflows from data versioning and processing to model productionization.
    ML Model Ensembling with Fast Iterations
    Here we'll talk about tools that help tackling common technical challenges of building pipelines for the ensemble learning.
    • George Vyshnya
    • Aug 23, 20178 min read
    Data Version Control in Analytics DevOps Paradigm
    Why DevOps matters in data science, what specific challenges data scientists face in the day to day work, and how do we setup a better environment for the team.
    • George Vyshnya
    • Jul 27, 20174 min read
    R code and reproducible model development with DVC
    There are a lot of example on how to use Data Version Control (DVC) with a Python project. In this document I would like to see how it can be used with a project in R.
    • Marija Ilić
    • Jul 24, 20179 min read
    How Data Scientists Can Improve Their Productivity
    Data science and machine learning are iterative processes. It is never possible to successfully complete a data science project in a single pass.
    • Dmitry Petrov
    • May 15, 20174 min read