Machine Learning & Data Science · head to head
MATLAB vs Comet ML
MATLAB
Machine Learning & Data Science
Programming and numeric computing platform
- From
- $99/month
- Rated
- -
Comet ML
Machine Learning & Data Science
Platform for tracking, comparing, and optimizing ML experiments
- From
- Free
- Rated
- -
The short version
- Only Comet ML 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; Comet ML the free cloud tier caps data at 25,000 spans a month with 60 day retention
- They diverge on capability: MATLAB covers Matrix computations, Comet ML covers Experiment tracking.
Where they differ
Only the attributes on which MATLAB and Comet ML actually diverge.
Identical on both: 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 Comet ML
- Experiment tracking
- Code versioning
- Model registry
- Hyperparameter optimization
- Production monitoring
- PyTorch
- TensorFlow
- Keras
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 Comet ML
- Engineering and scientific modelling with Simulinknot Comet ML
Comet ML
- Tracking machine learning experiments, metrics and model versionsnot MATLAB
- Monitoring and evaluating LLM applications with tracingnot 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
Comet ML
- The free cloud tier caps data at 25,000 spans a month with 60 day retention
- Retention stays at 60 days even on the paid Pro plan, and extending it is a $29 per 100k spans add on
- Overage on Pro is $5 per additional 100,000 spans
- The free MLOps tier is a single user with 100 GB of storage and training hours governed by a fair usage policy
- Pro MLOps is $19 per user per month and caps the team at 10 users
Pricing, plan by plan
MATLAB
$99/month- Home$149/perpetual
- Personal use
- Core MATLAB
- Standard$2350/perpetual
- Commercial use
- Full features
Comet ML
Free- FreeFree
- 100 experiments
- Basic features
- Community support
- Team$179/month
- Unlimited experiments
- Team collaboration
- Priority support
Which should you pick?
Choose MATLAB if
- You need matrix computations.
- You work on Linux, Mac, Windows.
- You also want data visualization.
Choose Comet ML if
- You need experiment tracking.
- You want to start without paying.
- You work on Web, Linux, Mac, Windows.
- You also want code versioning.
Questions people ask
- Is MATLAB or Comet ML better?
- Neither clearly leads. MATLAB starts at $99/month and Comet ML at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, MATLAB or Comet ML?
- Comet ML has a free tier; the other does not. Paid plans start at $99/month for MATLAB and Free for Comet ML.
- Does MATLAB or Comet ML run on more platforms?
- MATLAB runs on Linux, Mac, Windows. Comet ML runs on Web, Linux, Mac, Windows.
- Can I use Comet ML for free?
- Yes. Comet ML 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 Comet ML is typically brought in for.
- What can MATLAB do that Comet ML cannot?
- MATLAB covers Matrix computations, Data visualization, Machine learning, Deep learning. Comet ML covers Experiment tracking, Code versioning, Model registry, Hyperparameter optimization. Both handle Linux support, Mac support, Windows support.