diff --git a/tmva/sofie/README.md b/tmva/sofie/README.md
index a9b0bfed90528..6f527b35e5b92 100644
--- a/tmva/sofie/README.md
+++ b/tmva/sofie/README.md
@@ -20,7 +20,7 @@ make -j8
 ```
 
 ## Usage
-SOFIE works in a parser-generator working architecture. With SOFIE, the user gets an [ONNX](https://github.com/root-project/root/tree/master/tmva/sofie_parsers), [Keras](https://github.com/root-project/root/blob/master/tmva/pymva/src/RModelParser_Keras.cxx) and a [PyTorch](https://github.com/root-project/root/blob/master/tmva/pymva/src/RModelParser_PyTorch.cxx) parser for translating models in respective formats into SOFIE's internal representation.
+SOFIE works in a parser-generator working architecture. With SOFIE, the user gets an [ONNX](https://github.com/root-project/root/tree/master/tmva/sofie_parsers) parser for translating models into SOFIE's internal representation.
 
 From ROOT command line, or in a ROOT macro, we can proceed with an ONNX model:
 
@@ -175,12 +175,8 @@ parser.CheckModel("example_model.ONNX");
 
 - **Tutorials**
     - [TMVA_SOFIE_Inference](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_Inference.py)
-    - [TMVA_SOFIE_Keras](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_Keras.C)
     - [TMVA_SOFIE_ONNX](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_ONNX.C)
-    - [TMVA_SOFIE_PyTorch](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_PyTorch.py)
-    - [TMVA_SOFIE_PyTorch_HiggsModel](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_PyTorch_HiggsModel.py)
     - [TMVA_SOFIE_RDataFrame](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_RDataFrame.C)
     - [TMVA_SOFIE_RDataFrame](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_RDataFrame.py)
     - [TMVA_SOFIE_RDataFrame_JIT](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_RDataFrame_JIT.C)
     - [TMVA_SOFIE_RSofieReader](https://github.com/root-project/root/blob/master/tutorials/machine_learning/TMVA_SOFIE_RSofieReader.C)
-