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Education & E-Learning · head to head

Labster vs Apache Spark MLlib

Labster logo

Labster

Education & E-Learning

Virtual science labs for immersive learning

From
On request
Rated
-
Full reviewWebsite
Apache Spark MLlib logo

Apache Spark MLlib

Machine Learning & Data Science

Scalable machine learning on Apache Spark

From
Free
Rated
-
Full reviewWebsite

The short version

  • Only Apache Spark MLlib has a free tier, so it costs nothing to try first.
  • Each has a real cost: Labster customization is limited and labs cannot be easily adapted to specific course learning outcomes; Apache Spark MLlib apache Spark MLlib is Apache 2.0 licensed and free with no paid tier from the Apache project itself; SLA-backed support has to be sourced from a third party such as a managed Spark vendor rather than from Apache.
  • They diverge on capability: Labster covers Virtual simulations, Apache Spark MLlib covers Classification.

Where they differ

Only the attributes on which Labster and Apache Spark MLlib actually diverge.

Attributes where Labster and Apache Spark MLlib differ
AttributeLabsterApache Spark MLlib
Starting priceOn requestFree
Pricing modelsubscriptionopen-source
Free tierNoYes
PlatformsWebLinux, macOS, Windows
CategoryEducation & E-LearningMachine Learning & Data Science
Founded20111999

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 Labster

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

Only in Apache Spark MLlib

  • Classification
  • Regression
  • Clustering
  • Collaborative filtering
  • Feature engineering
  • Apache Spark
  • Hadoop
  • Kafka

What people use each for

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

Labster

  • Virtual labsnot Apache Spark MLlib
  • Pre-lab preparationnot Apache Spark MLlib
  • Supplemental learningnot Apache Spark MLlib
  • Remote educationnot Apache Spark MLlib

Apache Spark MLlib

  • Large-scale distributed machine learning on Spark clustersnot Labster
  • Classification and regression with decision trees, random forests, gradient-boosted treesnot Labster
  • Clustering with K-means and Gaussian Mixture Modelsnot Labster

Where each one falls short

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

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

Apache Spark MLlib

  • Apache Spark MLlib is Apache 2.0 licensed and free with no paid tier from the Apache project itself; SLA-backed support has to be sourced from a third party such as a managed Spark vendor rather than from Apache.

Pricing, plan by plan

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

Apache Spark MLlib

Free

No published plan breakdown. See the Apache Spark MLlib review.

Which should you pick?

Choose Labster if

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

Choose Apache Spark MLlib if

  • You need classification.
  • You want to start without paying.
  • You work on Linux, macOS, Windows.
  • You also want regression.
Apache Spark MLlib review

Questions people ask

Is Labster or Apache Spark MLlib better?
Neither clearly leads. Labster starts at On request and Apache Spark MLlib at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Labster or Apache Spark MLlib?
Apache Spark MLlib has a free tier; the other does not. Paid plans start at On request for Labster and Free for Apache Spark MLlib.
Does Labster or Apache Spark MLlib run on more platforms?
Labster runs on Web. Apache Spark MLlib runs on Linux, macOS, Windows.
Can I use Apache Spark MLlib for free?
Yes. Apache Spark MLlib has a free tier, so you can try it without paying. Labster starts at On request.
What is Labster best used for?
Labster is most often used for virtual labs, pre-lab preparation, supplemental learning, remote education. Of those, virtual labs and pre-lab preparation are not what Apache Spark MLlib is typically brought in for.
What can Labster do that Apache Spark MLlib cannot?
Labster covers Virtual simulations, 3D environments, Theory pages, Quizzes. Apache Spark MLlib covers Classification, Regression, Clustering, Collaborative filtering.

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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