Update README.md

README.md

@@ -20,10 +20,9 @@ model-index:
       verified: false
 ---
 
-A(n) **APPO** model trained on the **doom_deadly_corridor** environment.
+An **APPO** model trained on the **doom_deadly_corridor** environment.
 
-This model was trained using Sample-Factory 2.0: https://github.com/alex-petrenko/sample-factory.
-Documentation for how to use Sample-Factory can be found at https://www.samplefactory.dev/
+This model was trained using Sample-Factory 2.1.1
 
 
 ## Downloading the model
@@ -40,10 +39,6 @@ To run the model after download, use the `enjoy` script corresponding to this en
 ```
 python -m <path.to.enjoy.module> --algo=APPO --env=doom_deadly_corridor --train_dir=./train_dir --experiment=deadly_corridor_experiment
 ```
-
-
-You can also upload models to the Hugging Face Hub using the same script with the `--push_to_hub` flag.
-See https://www.samplefactory.dev/10-huggingface/huggingface/ for more details
     
 ## Training with this model
 
@@ -52,5 +47,4 @@ To continue training with this model, use the `train` script corresponding to th
 python -m <path.to.train.module> --algo=APPO --env=doom_deadly_corridor --train_dir=./train_dir --experiment=deadly_corridor_experiment --restart_behavior=resume --train_for_env_steps=10000000000
 ```
 
-Note, you may have to adjust `--train_for_env_steps` to a suitably high number as the experiment will resume at the number of steps it concluded at.