Fine-tuning platforms
Fine-tuning platforms covers managed services that adapt a base model to your data.
In brief
Fine-tuning platforms, in brief.
What it isFine-tuning platforms covers managed services that adapt a base model to your data.
Where it sitsOne of 12 categories in the Training and fine-tuning layer. Training and fine-tuning covers the frameworks, libraries and platforms used to train a model from scratch or adapt an existing one to a task, and the tools that track those experiments.
What we track21 products, including Amazon Bedrock custom models (fine-tuning, distillation), Amazon SageMaker AI model customization (JumpStart / HyperPod), Anyscale (Ray-based LLM fine-tuning), Azure AI Foundry fine-tuning and Baseten Training.
The products
21 products in Fine-tuning platforms.
Each name opens a search for that product in our index.
ProductMakerIts own site
From our census of 2026-11-08. A product listed here is one that belongs in this category; the search answer says whether we have checked it.
Questions
Fine-tuning platforms, answered.
What is Fine-tuning platforms in AI infrastructure?Fine-tuning platforms covers managed services that adapt a base model to your data.
Which layer of AI infrastructure is Fine-tuning platforms in?Fine-tuning platforms is in the Training and fine-tuning layer. Training and fine-tuning covers the frameworks, libraries and platforms used to train a model from scratch or adapt an existing one to a task, and the tools that track those experiments.
Which products are in Fine-tuning platforms?We track 21 products in Fine-tuning platforms, including Amazon Bedrock custom models (fine-tuning, distillation), Amazon SageMaker AI model customization (JumpStart / HyperPod), Anyscale (Ray-based LLM fine-tuning), Azure AI Foundry fine-tuning, Baseten Training, Cohere fine-tuning, Databricks Mosaic AI Model Training and Fireworks AI fine-tuning (SFT / RFT). The full list is on this page.
Training and fine-tuning
The other categories in Training and fine-tuning.
AutoML & hyperparameter optimizationComputer vision toolkits & platformsDeep learning & ML frameworksDistributed training frameworksExperiment trackingFeature storesFederated & privacy-preserving learningML workflow / MLOps platformsOpen-source fine-tuning librariesRL / post-training librariesRL environments & gyms