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  1. Stackups
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  4. Operating Systems
  5. Ubuntu vs cnvrg.io

Ubuntu vs cnvrg.io

OverviewDecisionsComparisonAlternatives

Overview

Ubuntu
Ubuntu
Stacks80.4K
Followers59.1K
Votes468
cnvrg.io
cnvrg.io
Stacks11
Followers22
Votes0

Ubuntu vs cnvrg.io: What are the differences?

Developers describe Ubuntu as "The leading OS for PC, tablet, phone and cloud". Ubuntu is an ancient African word meaning ‘humanity to others’. It also means ‘I am what I am because of who we all are’. The Ubuntu operating system brings the spirit of Ubuntu to the world of computers. On the other hand, cnvrg.io is detailed as "An end-to-end machine learning platform to build and deploy AI models at scale". It is an AI OS, transforming the way enterprises manage, scale and accelerate AI and data science development from research to production. The code-first platform is built by data scientists, for data scientists and offers unrivaled flexibility to run on-premise or cloud.

Ubuntu can be classified as a tool in the "Operating Systems" category, while cnvrg.io is grouped under "Machine Learning Tools".

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Advice on Ubuntu, cnvrg.io

Jerome/Zen
Jerome/Zen

Software Engineer

Aug 2, 2020

Decided

Global familiarity, free, widely used, and as a debian distro feels more comfortable when rapidly switching between local macOS and remote command lines.

CentOS does boast quite a few security/stability improvements, however as a RHEL-based distro, differs quite significantly in the command line and suffers from slightly less frequent package updates. (Could be a good or bad thing depending on your use-case and if it is public facing)

271k views271k
Comments
Simon
Simon

Developer Advocate at k6 / Load Impact

Mar 7, 2020

Decided

At the moment of the decision, my desktop was the primary place I did work. Due to this, I can't have it blow up on me while I work. While Arch is interesting and powerful, Ubuntu offers (at least for me) a lot more stability and lets me focus on other things than maintaining my own OS installation.

299k views299k
Comments
Govind
Govind

Aug 5, 2020

Decided

Ubuntu is much more faster over Windows and helps to get software and other utilities easier and within a short span of time compared to Windows.

Ubuntu helps to get robustness and resiliency over Windows. Ubuntu runs faster than Windows on every computer that I have ever tested. LibreOffice (Ubuntu's default office suite) runs much faster than Microsoft Office on every computer that I have ever tested.

270k views270k
Comments

Detailed Comparison

Ubuntu
Ubuntu
cnvrg.io
cnvrg.io

Ubuntu is an ancient African word meaning ‘humanity to others’. It also means ‘I am what I am because of who we all are’. The Ubuntu operating system brings the spirit of Ubuntu to the world of computers.

It is an AI OS, transforming the way enterprises manage, scale and accelerate AI and data science development from research to production. The code-first platform is built by data scientists, for data scientists and offers unrivaled flexibility to run on-premise or cloud.

-
Machine Learning Pipelines; AI Library; Open Compute; Dataset Management; Machine Learning Tracking; Machine Learning Model Deployment; Scalable Streaming Endpoints
Statistics
Stacks
80.4K
Stacks
11
Followers
59.1K
Followers
22
Votes
468
Votes
0
Pros & Cons
Pros
  • 230
    Free to use
  • 96
    Easy setup for testing discord bot
  • 57
    Gateway Linux Distro
  • 54
    Simple interface
  • 9
    Don't need driver installation in most cases
Cons
  • 5
    Demanding system requirements
  • 4
    Adds overhead and unnecessary complexity over Debian
  • 2
    Snapd installed by default
  • 1
    Systemd
No community feedback yet
Integrations
No integrations available
Apache Spark
Apache Spark
PostgreSQL
PostgreSQL
Kubernetes
Kubernetes
Google BigQuery
Google BigQuery
Python
Python
Amazon S3
Amazon S3
MySQL
MySQL
Keras
Keras
Kafka
Kafka
Red Hat OpenShift
Red Hat OpenShift

What are some alternatives to Ubuntu, cnvrg.io?

Debian

Debian

Debian systems currently use the Linux kernel or the FreeBSD kernel. Linux is a piece of software started by Linus Torvalds and supported by thousands of programmers worldwide. FreeBSD is an operating system including a kernel and other software.

Arch Linux

Arch Linux

A lightweight and flexible Linux distribution that tries to Keep It Simple.

TensorFlow

TensorFlow

TensorFlow is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API.

Fedora

Fedora

Fedora is a Linux-based operating system that provides users with access to the latest free and open source software, in a stable, secure and easy to manage form. Fedora is the largest of many free software creations of the Fedora Project. Because of its predominance, the word "Fedora" is often used interchangeably to mean both the Fedora Project and the Fedora operating system.

Linux Mint

Linux Mint

The purpose of Linux Mint is to produce a modern, elegant and comfortable operating system which is both powerful and easy to use.

CentOS

CentOS

The CentOS Project is a community-driven free software effort focused on delivering a robust open source ecosystem. For users, we offer a consistent manageable platform that suits a wide variety of deployments. For open source communities, we offer a solid, predictable base to build upon, along with extensive resources to build, test, release, and maintain their code.

Linux

Linux

A clone of the operating system Unix, written from scratch by Linus Torvalds with assistance from a loosely-knit team of hackers across the Net. It aims towards POSIX and Single UNIX Specification compliance.

scikit-learn

scikit-learn

scikit-learn is a Python module for machine learning built on top of SciPy and distributed under the 3-Clause BSD license.

CoreOS

CoreOS

It is designed for security, consistency, and reliability. Instead of installing packages via yum or apt, it uses Linux containers to manage your services at a higher level of abstraction. A single service's code and all dependencies are packaged within a container that can be run on one or many machines.

PyTorch

PyTorch

PyTorch is not a Python binding into a monolothic C++ framework. It is built to be deeply integrated into Python. You can use it naturally like you would use numpy / scipy / scikit-learn etc.

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