Update README.md

remove some legacy text
ibm-granite · Jan 16, 2025 · 169c066 · 169c066
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diff --git a/services/finetuning/README.md b/services/finetuning/README.md
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-# TSFM Inference Services
+# TSFM Finetuning Image
 
-The TSFM Finetuning Services component provides a runtime for finetuning existing models.
+The TSFM Finetuning image provides a runtime for finetuning existing models.
 At present we do not support direct service endpoints, the assumption is that
 the main `ftmain.py` will serve as the entry point for orchestrated finetuning
-workflows initiated from 3rd-party frameworks. The current implementation includes
-an example of using the kubeflow training operator and its API for performing
+workflows initiated from 3rd-party frameworks.
+The current implementation includes an example of using the [kubeflow 
+training operator (KFTO)](https://github.com/kubeflow/training-operator) and its API for performing
 a finetuneing job on a kubernetes-based system.
 
 ## Prerequisites: