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Bringing GitOps to ML with dstack Members Public

GitOps is a DevOps paradigm that helps teams ship software more quickly by applying things like version control, collaboration, compliance, and CI/CD. In ML, GitOps is still at the trial stage and isn’t adopted at scale yet. This post sums up some of the ideas around GitOps and

Andrey Cheptsov
Andrey Cheptsov
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“You Can’t Predict the Errors of Your Model”… Or Can You? Members Public

NannyML has released DLE, an algorithm able to predict the MAE and the MSE of your regression model, in the absence of the ground truth In a previous article, we have seen how to predict the performance of your classification model, before the ground truth is available. This is super

Samuele Mazzanti
Samuele Mazzanti
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MLOps in 10 Minutes Members Public

How MLOps helps across all stages of ML project

Dmitry Spodarets
Dmitry Spodarets
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Data Science and Machine Learning from Scratch [And More] Members Public

We believe that any data scientist and ML professional should never stop learning. In this post, we provide an overview of the best resources and courses you can use to start digging in.

Dmitry Spodarets
Dmitry Spodarets
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Overview of the TOP Algorithms for Machine Learning. Part 2 Members Public

Hi again! In the first part [https://dataphoenix.info/overview-of-the-top-algorithms-for-machine-learning-part-1/] of the article, we have covered Machine Learning tasks (Supervised, Unsupervised, and Reinforcement Learning) and such algorithms as Linear Regression, K-Nearest Neighbors (kNN), Convolutional Neural Network (CNN). In Part 2, we will review common methods of statistical analysis. But, to

Dmitry Spodarets
Dmitry Spodarets
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Overview of the TOP Algorithms for Machine Learning. Part 1 Members Public

In the first part of the article, we’ll talk about Machine Learning tasks (Supervised, Unsupervised, and Reinforcement Learning) and such algorithms as Linear Regression, K-Nearest Neighbors (kNN), Convolutional Neural Network (CNN). All algorithms are accompanied with examples of code that you play with on your own. Before we start

Dmitry Spodarets
Dmitry Spodarets
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The birth of Albumentations Members Public

I would like to talk about Albumentations, an open-source library for image Augmentations. An explanation of how it was born and evolved over time. The text’s primary purpose is to depict its creation, as I would like to have a story to enjoy in 20 years. I will mainly

Dmitry Spodarets
Dmitry Spodarets
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