Update README.md

README.md

@@ -22,7 +22,7 @@ We provide genomic language models fine-tuned for the following tasks:
 - **Anti-microbial resistance gene identification**  
 - **Pathogenicity detection**
 
-See [code](github.com/jhuapl-bio/microbert) for details on fine-tuning, evaluation, and implementation.
+See [code](https://github.com/jhuapl-bio/microbert) for details on fine-tuning, evaluation, and implementation.
 
 These are the official models implemented in [Evaluating the Effectiveness of Parameter-Efficient Fine-Tuning in Genomic Classification Tasks](https://www.biorxiv.org/content/10.1101/2025.08.21.671544v1) and []()
 
@@ -73,8 +73,8 @@ We provide the following available models for use.
 - `pathogenicity/nucleotide-transformer-v2-50m-multi-species-DeepSim-viral`  
 
 To use these models, download the directories available here. 
-You must also follow the installation instructions available at our [GitHub Repo](github.com/jhuapl-bio/microbert).
-There are two available modes of operation: setup from source code and setup from Docker.
+You should also follow the installation instructions available at our [code](https://github.com/jhuapl-bio/microbert).
+There are two available modes of operation: setup from source code and setup from [docker](docker hub link)
 Given that you have followed the setup instructions from source code and have downloaded the model directories here, here is sample code to run inference:
 
 ```