3f7468b504
* Add agent framework documentation Signed-off-by: Fanit Kolchina <[email protected]> * Add hidden model and API updates Signed-off-by: Fanit Kolchina <[email protected]> * Vale error Signed-off-by: Fanit Kolchina <[email protected]> * Updated field names Signed-off-by: Fanit Kolchina <[email protected]> * Add updating credentials Signed-off-by: Fanit Kolchina <[email protected]> * Added tools table Signed-off-by: Fanit Kolchina <[email protected]> * Add OpenSearch forum thread for OS Assistant Signed-off-by: Fanit Kolchina <[email protected]> * Add tech review for conv search Signed-off-by: Fanit Kolchina <[email protected]> * Fix links Signed-off-by: Fanit Kolchina <[email protected]> * Add tools Signed-off-by: Fanit Kolchina <[email protected]> * Add links to tools Signed-off-by: Fanit Kolchina <[email protected]> * More info about tools Signed-off-by: Fanit Kolchina <[email protected]> * Tool parameters Signed-off-by: Fanit Kolchina <[email protected]> * Update cat-index-tool.md Signed-off-by: kolchfa-aws <[email protected]> * Parameter clarification Signed-off-by: Fanit Kolchina <[email protected]> * Tech review feedback Signed-off-by: Fanit Kolchina <[email protected]> * Typo fix Signed-off-by: Fanit Kolchina <[email protected]> * More tech review feedback: RAG tool Signed-off-by: Fanit Kolchina <[email protected]> * Tech review feedback: memory APis Signed-off-by: Fanit Kolchina <[email protected]> * Update _ml-commons-plugin/agents-tools/index.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/agents-tools/tools/neural-sparse-tool.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/opensearch-assistant.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Update _ml-commons-plugin/agents-tools/tools/ppl-tool.md Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Apply suggestions from code review Co-authored-by: Melissa Vagi <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Separated search and get APIs and add conversational flow agent Signed-off-by: Fanit Kolchina <[email protected]> * More parameters for PPL tool Signed-off-by: Fanit Kolchina <[email protected]> * Added more parameters Signed-off-by: Fanit Kolchina <[email protected]> * Tech review feedback: PPL tool Signed-off-by: Fanit Kolchina <[email protected]> * Apply suggestions from code review Co-authored-by: Nathan Bower <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> * Rename to automating configurations Signed-off-by: Fanit Kolchina <[email protected]> * Editorial comments on the new text Signed-off-by: Fanit Kolchina <[email protected]> * Add parameter to PPl tool Signed-off-by: Fanit Kolchina <[email protected]> * Changed link to configurations Signed-off-by: Fanit Kolchina <[email protected]> * Rate limiter feedback and added warning Signed-off-by: Fanit Kolchina <[email protected]> --------- Signed-off-by: Fanit Kolchina <[email protected]> Signed-off-by: kolchfa-aws <[email protected]> Co-authored-by: Melissa Vagi <[email protected]> Co-authored-by: Nathan Bower <[email protected]>
1.3 KiB
1.3 KiB
layout, title, parent, has_children, has_toc, nav_order
| layout | title | parent | has_children | has_toc | nav_order |
|---|---|---|---|---|---|
| default | Train and Predict APIs | ML Commons APIs | true | false | 30 |
Train and Predict APIs
The ML Commons API lets you train machine learning (ML) algorithms synchronously and asynchronously, make predictions with that trained model, and train and predict with the same dataset.
To train tasks through the API, three inputs are required:
- Algorithm name: Must be one of a FunctionName. This determines what algorithm the ML Engine runs. To add a new function, see How To Add a New Function.
- Model hyperparameters: Adjust these parameters to improve model accuracy.
- Input data: The data that trains the ML model, or applies the ML models to predictions. You can input data in two ways, query against your index or use a data frame.
ML Commons supports the following Train and Predict APIs: