niche · 0.5 capabilitymarket actiondomain

Model Training

Score 17.8 / 100 19 providers +2 via APIs 4 APIs Search apis.io →
Workflows using this tag
Amazon Neptune Analytics Create Graph from Import Task · Amazon Neptune Amazon Neptune Analytics Snapshot and Restore · Amazon Neptune Amazon Neptune Analytics Reset Graph · Amazon Neptune Amazon Neptune SPARQL Update and Verify · Amazon Neptune Amazon Neptune Gremlin Add and Count Vertices · Amazon Neptune Amazon Neptune Bulk Load Job Lifecycle · Amazon Neptune Amazon Neptune openCypher Create and Read Node · Amazon Neptune Amazon Neptune ML Stop Data Processing Job · Amazon Neptune
Business capabilities this tag reaches
Information & Data Management 1

Providers using this tag (18)

Ranked by API Evangelist rating — Exemplar and Strong are expanded by default.

Strong 2 Solid coverage with minor gaps
RoboflowComputer VisionMachine LearningArtificial IntelligenceObject Detection1 API55.9InferenceCompanyArtificial IntelligenceMachine LearningLLM1 API54.3
Developing 6 Usable, with meaningful gaps to close
Azure Machine LearningArtificial IntelligenceAzureMachine LearningMLOps2 APIs48.1TensorWaveCompanyArtificial IntelligenceMachine LearningCloud Computing1 API48.0Fastino LabsCompanyArtificial IntelligenceMachine LearningSmall Language Models1 API47.9Superb AIArtificial IntelligenceMachine LearningComputer VisionData Labeling1 API45.2OsmosisCompanyArtificial IntelligenceReinforcement LearningLLM2 APIs43.3Thinking MachinesCompanyArtificial IntelligenceMachine LearningFine-Tuning1 API42.0
Thin 2 Limited public surface area
AdaptionCompanyArtificial IntelligenceMachine LearningTraining Data1 API36.3KubeflowArtificial IntelligenceDeep LearningKubernetesMachine Learning1 API32.9
Emerging 3 Early or largely undocumented
Lightning AICompanyAi MlMachine LearningGPU Cloud2 APIs26.0OumiCompanyEconomic HealthArtificial IntelligenceMachine Learning24.5MosaicMLArtificial IntelligenceFoundation ModelsPretraining20.0
Minimal 5 Almost no public developer surface
Applied ComputeCompanyArtificial IntelligenceMachine LearningLLM9.8AutoscienceCompanyArtificial IntelligenceMachine LearningAI Research3.8HydeCompanyAi AppsArtificial IntelligenceMachine Learning3.3IsidorCompanyArtificial IntelligenceEnterprise AIMachine Learning3.3EngramCompanyArtificial IntelligenceMachine LearningLLM3.0

APIs with this tag (2)

Ranked by the provider's API Evangelist rating — the Kin Score is scored per provider, not per API, so every API of a provider shares its band. How the rating works →

Exemplar 1 Complete, well-documented, and agent-ready
IBM watsonx.ai RuntimeBuild, train, and deploy machine learning models with a full range of tools and services for data science a...71.3
Strong 1 Solid coverage with minor gaps
Roboflow REST APIThe authoritative management interface to the Roboflow platform — workspaces, projects, dataset versions, i...55.9

Companies reaching this through an API (2)

These companies publish an API, specification or operation carrying “Model Training” but do not classify their business under it. Listed unranked and kept out of the count above, because one tagged operation is not a statement about what a company does.

Amazon Neptune IBM

Score breakdown

Frequency
38.0
log-scaled weighted occurrences
Breadth
0.5
spread across providers
Quality lift
37.2
mean composite of providers using it
Cohesion
5.2
strength of nearest seed neighbor

Where this tag sits

Machine Learning broader

Related tags

Fine-Tuning 7 co-occurrences MLOps 5 co-occurrences Inference 9 co-occurrences LLM 14 co-occurrences Machine Learning 20 co-occurrences Developer Tools 5 co-occurrences Artificial Intelligence 19 co-occurrences Company 14 co-occurrences

Where this tag comes from

Provider tag19
Api tag3
Openapi tag1
Openapi op tag4

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Tools for tags

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  • get_cohortThis tag as a scored cohort — every provider carrying it, with scores.
  • cohort_statsPRO — the distribution across this tag: mean, median, band split, adoption rates.
  • cohort_rankingsPRO — the leaderboard, on composite AND agent-readiness axes.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

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This tag 
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As a scored cohort 
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The distribution (Pro) 
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  -H "X-API-Key: $APIS_IO_KEY"

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