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ceph vs R: What are the differences?

ceph: A free-software storage platform. In computing,It is a free-software storage platform, implements object storage on a single distributed computer cluster, and provides interfaces for object-, block- and file-level storage; R: A language and environment for statistical computing and graphics. R provides a wide variety of statistical (linear and nonlinear modelling, classical statistical tests, time-series analysis, classification, clustering, ...) and graphical techniques, and is highly extensible.

ceph can be classified as a tool in the "File Storage" category, while R is grouped under "Languages".

Instacart, Zalando, and Thumbtack are some of the popular companies that use R, whereas ceph is used by DigitalOcean, Twilio SendGrid, and Mirantis. R has a broader approval, being mentioned in 128 company stacks & 97 developers stacks; compared to ceph, which is listed in 13 company stacks and 3 developer stacks.

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What is ceph?

In computing,It is a free-software storage platform, implements object storage on a single distributed computer cluster, and provides interfaces for object-, block- and file-level storage.

What is R?

R provides a wide variety of statistical (linear and nonlinear modelling, classical statistical tests, time-series analysis, classification, clustering, ...) and graphical techniques, and is highly extensible.
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Why do developers choose ceph?
Why do developers choose R?
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      What companies use ceph?
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      What tools integrate with ceph?
      What tools integrate with R?
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        What are some alternatives to ceph and R?
        Minio
        Minio is an object storage server compatible with Amazon S3 and licensed under Apache 2.0 License
        Swift
        Writing code is interactive and fun, the syntax is concise yet expressive, and apps run lightning-fast. Swift is ready for your next iOS and OS X project — or for addition into your current app — because Swift code works side-by-side with Objective-C.
        FreeNAS
        It is the simplest way to create a centralized and easily accessible place for your data. Use it with ZFS to protect, store, backup, all of your data. It is used everywhere, for the home, small business, and the enterprise.
        Portworx
        It is the cloud native storage company that enterprises depend on to reduce the cost and complexity of rapidly deploying containerized applications across multiple clouds and on-prem environments.
        PHP
        Fast, flexible and pragmatic, PHP powers everything from your blog to the most popular websites in the world.
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        Decisions about ceph and R
        Eric Colson
        Eric Colson
        Chief Algorithms Officer at Stitch Fix · | 19 upvotes · 207.8K views
        atStitch FixStitch Fix
        Amazon EC2 Container Service
        Amazon EC2 Container Service
        Docker
        Docker
        PyTorch
        PyTorch
        R
        R
        Python
        Python
        Presto
        Presto
        Apache Spark
        Apache Spark
        Amazon S3
        Amazon S3
        PostgreSQL
        PostgreSQL
        Kafka
        Kafka
        #Data
        #DataStack
        #DataScience
        #ML
        #Etl
        #AWS

        The algorithms and data infrastructure at Stitch Fix is housed in #AWS. Data acquisition is split between events flowing through Kafka, and periodic snapshots of PostgreSQL DBs. We store data in an Amazon S3 based data warehouse. Apache Spark on Yarn is our tool of choice for data movement and #ETL. Because our storage layer (s3) is decoupled from our processing layer, we are able to scale our compute environment very elastically. We have several semi-permanent, autoscaling Yarn clusters running to serve our data processing needs. While the bulk of our compute infrastructure is dedicated to algorithmic processing, we also implemented Presto for adhoc queries and dashboards.

        Beyond data movement and ETL, most #ML centric jobs (e.g. model training and execution) run in a similarly elastic environment as containers running Python and R code on Amazon EC2 Container Service clusters. The execution of batch jobs on top of ECS is managed by Flotilla, a service we built in house and open sourced (see https://github.com/stitchfix/flotilla-os).

        At Stitch Fix, algorithmic integrations are pervasive across the business. We have dozens of data products actively integrated systems. That requires serving layer that is robust, agile, flexible, and allows for self-service. Models produced on Flotilla are packaged for deployment in production using Khan, another framework we've developed internally. Khan provides our data scientists the ability to quickly productionize those models they've developed with open source frameworks in Python 3 (e.g. PyTorch, sklearn), by automatically packaging them as Docker containers and deploying to Amazon ECS. This provides our data scientist a one-click method of getting from their algorithms to production. We then integrate those deployments into a service mesh, which allows us to A/B test various implementations in our product.

        For more info:

        #DataScience #DataStack #Data

        See more
        Interest over time
        Reviews of ceph and R
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        How developers use ceph and R
        Avatar of benyomin
        benyomin uses RR

        What are my other choices for a vectorized statistics language. Professor was pushing SAS Jump (or was that SPSS) with a menu-driven point and click approach. (Reproducibility can still be accomplished, you publish the script generated by all your clicks.) But I want to type everything, great online tutorials for R. I think I made the right pick.

        Avatar of Ralic Lo
        Ralic Lo uses RR

        Connect to database, data analytics, draw diagram. Machine Learning application, and also used Spark-R for big data processing.

        Avatar of Tino Gehlert
        Tino Gehlert uses RR

        Visualisation of air quality in various rooms by RShiny (hosted free on shinyapps.io)

        Avatar of Sesync
        Sesync uses RR

        R is primarily used by SESYNC's researchers

        Avatar of STILLWATER SUPERCOMPUTING INC
        STILLWATER SUPERCOMPUTING INC uses RR

        Offline deep analytics and modeling

        How much does ceph cost?
        How much does R cost?
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