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Software · head to head

TensorBoard vs Weights & Biases

T

TensorBoard

Software

TensorFlow's visualization toolkit

From
Free
Rated
-
Weights & Biases logo

Weights & Biases

Software

Developer tools for machine learning

From
Free
Rated
-

The short version

  • Each has a real cost: TensorBoard built and documented as a TensorFlow companion tool; the project's own site presents it as inspecting TensorFlow runs and graphs specifically, per tensorflow.org/tensorboard.; Weights & Biases pricing can be prohibitive for large teams without enterprise discounts

Where they differ

Only the attributes on which TensorBoard and Weights & Biases actually diverge.

Attributes where TensorBoard and Weights & Biases differ
AttributeTensorBoardWeights & Biases
Pricing modelopen-sourceUnknown
PlatformsWebWeb, Python SDK, REST API
FoundedUnknown2017

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Unknown).

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 TensorBoard

Nothing recorded that Weights & Biases does not also cover.

Only in Weights & Biases

  • Experiment tracking
  • Dataset versioning
  • Model registry
  • Hyperparameter sweeps
  • Collaborative dashboards
  • PyTorch
  • TensorFlow
  • Keras

What people use each for

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

TensorBoard

No use cases recorded yet. See the TensorBoard review.

Weights & Biases

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

Where each one falls short

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

TensorBoard

  • Built and documented as a TensorFlow companion tool; the project's own site presents it as inspecting TensorFlow runs and graphs specifically, per tensorflow.org/tensorboard.
  • Source is Apache-2.0 licensed on GitHub (github.com/tensorflow/tensorboard), so there is no vendor-hosted paid tier or support contract distinct from the open source project.

Weights & Biases

  • Pricing can be prohibitive for large teams without enterprise discounts
  • Limited integrations compared to some competitors
  • Dashboard customization options limited on lower plans
  • Requires some setup and configuration knowledge

Pricing, plan by plan

TensorBoard

Free

No published plan breakdown. See the TensorBoard review.

Weights & Biases

Free
  • FreeFree
    • 5 model seats
    • 5 GB storage
    • 1 GB/month Weave ingestion
  • Pro$60/month
    • 10 seats
    • 100 GB storage
    • Private projects
  • Teams$179/month
    • Team collaboration
    • Advanced analytics
    • Dedicated support

Which should you pick?

Choose TensorBoard if

  • You want to start without paying.

Choose Weights & Biases if

  • You need experiment tracking.
  • You want to start without paying.
  • You work on Web, Python SDK, REST API.
  • You also want dataset versioning.

Questions people ask

Is TensorBoard or Weights & Biases better?
Neither clearly leads. TensorBoard starts at Free and Weights & Biases at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, TensorBoard or Weights & Biases?
TensorBoard starts at Free and Weights & Biases at Free.
Does TensorBoard or Weights & Biases run on more platforms?
TensorBoard runs on Web. Weights & Biases runs on Web, Python SDK, REST API.
Can I use TensorBoard for free?
Both have a free tier, so you can try either at no cost before committing.
What can TensorBoard do that Weights & Biases cannot?
Weights & Biases covers Experiment tracking, Dataset versioning, Model registry, Hyperparameter sweeps.

Answered from the vendors’ own pages

Weights & Biases: Does Weights & Biases have a free plan?

Yes. The Free tier includes 5 model seats, 5 GB storage, and 1 GB/month Weave ingestion. Academic users get unlimited tracked hours, 200 GB storage, and 100 seats at no cost.

Source
Weights & Biases: What are the paid plans for Weights & Biases?

Pro starts at $60/month with 10 seats and 100 GB storage. Team plans start at $179/month. Enterprise pricing is custom.

Source
Weights & Biases: What machine learning features does W&B provide?

Weights & Biases captures hyperparameters, metrics, and model outputs automatically. Features include experiment tracking, interactive Reports for sharing findings, Artifacts for managing datasets and models, advanced hyperparameter sweeps, and model deployment tools.

Source

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