Softwr

Machine Learning & Data Science · head to head

DVC vs Labster

DVC logo

DVC

Machine Learning & Data Science

Data version control for machine learning projects

From
Free
Rated
-
Full reviewWebsite
Labster logo

Labster

Education & E-Learning

Virtual science labs for immersive learning

From
On request
Rated
-
Full reviewWebsite

The short version

  • Only DVC has a free tier, so it costs nothing to try first.
  • Each has a real cost: DVC dVC is Apache 2.0 licensed open source with no enterprise tier or paid support offering documented in the project itself; teams needing SLA-backed support get nothing from the DVC project directly.; Labster customization is limited and labs cannot be easily adapted to specific course learning outcomes
  • They diverge on capability: DVC covers Data versioning, Labster covers Virtual simulations.

Where they differ

Only the attributes on which DVC and Labster actually diverge.

Attributes where DVC and Labster differ
AttributeDVCLabster
Starting priceFreeOn request
Pricing modelopen-sourcesubscription
Free tierYesNo
PlatformsLinux, Mac, WindowsWeb
CategoryMachine Learning & Data ScienceEducation & E-Learning
Founded20182011

Identical on both: user rating (Not yet rated).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in DVC

  • Data versioning
  • Pipeline management
  • Experiment tracking
  • Remote storage
  • Git integration
  • Git
  • S3
  • Azure Blob

Only in Labster

  • Virtual simulations
  • 3D environments
  • Theory pages
  • Quizzes
  • Lab reports
  • Progress tracking
  • Mobile access
  • Multiplayer

What people use each for

The jobs each tool is most often brought in to do.

DVC

  • Machine learningnot Labster
  • Data analysisnot Labster
  • Model trainingnot Labster
  • Predictive analyticsnot Labster

Labster

  • Virtual labsnot DVC
  • Pre-lab preparationnot DVC
  • Supplemental learningnot DVC
  • Remote educationnot DVC

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

DVC

  • DVC is Apache 2.0 licensed open source with no enterprise tier or paid support offering documented in the project itself; teams needing SLA-backed support get nothing from the DVC project directly.

Labster

  • Customization is limited and labs cannot be easily adapted to specific course learning outcomes
  • Simulations can lag or freeze depending on operating system and connection speed
  • Cannot fully replace hands-on physical lab experience and data collection
  • Students report preference for tactile physical lab experience over virtual simulations

Pricing, plan by plan

DVC

Free
  • Open SourceFree
    • Data versioning
    • Pipeline management
    • Experiment tracking
  • DVC StudioFree
    • Web UI
    • Team collaboration
    • Visualizations

Labster

On request
  • Student Access$49/month
    • Course simulations
    • Mobile access
    • Progress tracking
  • Institution$undefined/month
    • All simulations
    • LMS integration
    • Analytics
  • Enterprise$undefined/month
    • Custom content
    • API access
    • Priority support

Which should you pick?

Choose DVC if

  • You need data versioning.
  • You want to start without paying.
  • You work on Linux, Mac, Windows.
  • You also want pipeline management.
DVC review

Choose Labster if

  • You need virtual simulations.
  • You also want 3d environments.
Labster review

Questions people ask

Is DVC or Labster better?
Neither clearly leads. DVC starts at Free and Labster at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, DVC or Labster?
DVC has a free tier; the other does not. Paid plans start at Free for DVC and On request for Labster.
Does DVC or Labster run on more platforms?
DVC runs on Linux, Mac, Windows. Labster runs on Web.
Can I use DVC for free?
Yes. DVC has a free tier, so you can try it without paying. Labster starts at On request.
What is DVC best used for?
DVC is most often used for machine learning, data analysis, model training, predictive analytics. Of those, machine learning and data analysis are not what Labster is typically brought in for.
What can DVC do that Labster cannot?
DVC covers Data versioning, Pipeline management, Experiment tracking, Remote storage. Labster covers Virtual simulations, 3D environments, Theory pages, Quizzes.

Answered from the vendors’ own pages

Labster: What STEM subjects does Labster cover?

Labster provides interactive 3D simulations across biology, chemistry, physics, and other STEM subjects, designed for university, college, and high school students.

Labster: How many students has Labster served?

Labster has served over 6 million students and thousands of institutions globally with its virtual lab simulations.

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Related pages

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