Machine Learning & Data Science · head to head
MATLAB vs BentoML
MATLAB
Machine Learning & Data Science
Programming and numeric computing platform
- From
- $99/month
- Rated
- -
BentoML
Machine Learning & Data Science
Build production-ready ML applications
- From
- Free
- Rated
- -
The short version
- Only BentoML has a free tier, so it costs nothing to try first.
- Each has a real cost: MATLAB a standard individual licence is $940 a year, and it is annual rather than perpetual; BentoML core BentoML framework is Apache 2.0 and free, but the managed BentoCloud enterprise tier has no published pricing: the README instructs buyers to sign up for personal access or contact sales for enterprise use, with no rate card shown.
- They diverge on capability: MATLAB covers Matrix computations, BentoML covers Model packaging.
Where they differ
Only the attributes on which MATLAB and BentoML actually diverge.
Identical on both: platforms (Linux, Mac, Windows), user rating (Not yet rated), category (Machine Learning & Data Science).
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 MATLAB
- Matrix computations
- Data visualization
- Machine learning
- Deep learning
- Signal processing
- Simulink
- Python
- C/C++
Only in BentoML
- Model packaging
- REST API generation
- Adaptive batching
- Multi-framework support
- Container deployment
- PyTorch
- TensorFlow
- scikit-learn
Both cover
- Linux support
- Mac support
- Windows support
What people use each for
The jobs each tool is most often brought in to do.
MATLAB
- Numerical computing, simulation and algorithm developmentnot BentoML
- Engineering and scientific modelling with Simulinknot BentoML
BentoML
- Machine learningnot MATLAB
- Data analysisnot MATLAB
- Model trainingnot MATLAB
- Predictive analyticsnot MATLAB
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
MATLAB
- A standard individual licence is $940 a year, and it is annual rather than perpetual
- Add on toolboxes are bought separately through the web store rather than being included
- No price is displayed for the academic, student, home or startup licences, each of which requires a quote
- Eligibility rather than price separates most tiers, so a commercial user has one option
BentoML
- Core BentoML framework is Apache 2.0 and free, but the managed BentoCloud enterprise tier has no published pricing: the README instructs buyers to sign up for personal access or contact sales for enterprise use, with no rate card shown.
Pricing, plan by plan
MATLAB
$99/month- Home$149/perpetual
- Personal use
- Core MATLAB
- Standard$2350/perpetual
- Commercial use
- Full features
BentoML
Free- Open SourceFree
- Model packaging
- API creation
- Local serving
- BentoCloudFree
- Managed deployment
- Auto-scaling
- Monitoring
Which should you pick?
Choose MATLAB if
- You need matrix computations.
- You work on Linux, Mac, Windows.
- You also want data visualization.
Choose BentoML if
- You need model packaging.
- You want to start without paying.
- You work on Linux, Mac, Windows.
- You also want rest api generation.
Questions people ask
- Is MATLAB or BentoML better?
- Neither clearly leads. MATLAB starts at $99/month and BentoML at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, MATLAB or BentoML?
- BentoML has a free tier; the other does not. Paid plans start at $99/month for MATLAB and Free for BentoML.
- Does MATLAB or BentoML run on more platforms?
- Both run on Linux, Mac, Windows, so platform support will not decide this one for you.
- Can I use BentoML for free?
- Yes. BentoML has a free tier, so you can try it without paying. MATLAB starts at $99/month.
- What is MATLAB best used for?
- MATLAB is most often used for numerical computing, simulation and algorithm development, engineering and scientific modelling with simulink. Of those, numerical computing, simulation and algorithm development and engineering and scientific modelling with simulink are not what BentoML is typically brought in for.
- What can MATLAB do that BentoML cannot?
- MATLAB covers Matrix computations, Data visualization, Machine learning, Deep learning. BentoML covers Model packaging, REST API generation, Adaptive batching, Multi-framework support. Both handle Linux support, Mac support, Windows support.