Data Mapping using NN or deep learning

Job ID: 32977883

Budget: ₹5,000 – ₹10,000 INR

I have two datasets with id, description of same items in different format or naming conventions. I need to map both of these and was planning to map data using NN or any pretrained model like Bert similarity index.
Example:
ID description
doc 1:
NO01AA06 Apparatus used in Norway for feeding values
doc 2:
NOAUT Automation apparatus in Site 06 and component 1 :right match/best
NOAUT1 Apparatus used in Norway for Automation in Site 09 and component 1 :2nd best

We can have a discussion on how to do this. I currently plan on using something like abbreviation mapping id to description. Then use Cosine similarity on alphabets and numbers separately. Finally generate the best match and top 3 recommendations.
Need accuracy of at least .7
If you can do reinforcement learning then will award a bonus extra.