NFT-RecSys

Trading Recommendations System for Non-fungible-Tokens

How to Generate Recommendations using the Recommendations Engine?

Generating Social Trends-based Recommendations

When the home screen is loaded, the trends based reocmmendations are fetched and displayed as featured recommendations.
- This does not require user-input to generate recommendations.
The social trends-based recommendations model uses Twitter-trends for the purpose of generating social trends-based recommendations

Generating Basic Content-based Recommendations

Head over to the Recommendations by Reference page
Make sure that the initial toggle between content-based & trait based is towards content-based recommendations
Enter the asset contract-address & the token Id of the NFT that is required to be used as the point of reference to generate recommendations
- Currently only one item is supported to be used as a point of reference
If the reference NFT is available in the system, the image and data of the NFT will be loaded under Chosen NFTs
- In the current implementation only items within the system will be able to be used as points of reference
Click on Generate Recommendations to load generate & view the recommendations

Generating Trait based Recommendations

Head over to the Recommendations by Reference page
Make sure that the initial toggle between content-based & trait based is towards Trait-based recommendations
Trait-based Recommendations can be both Trait Similarity matched and Trait Rarity matched
The slider can be used to adjust the bias used to recommend the prefered bias of items from Trait Similarity/ Rarity models.
Enter the asset contract-address & the token Id of the NFT that is required to be used as the point of reference to generate recommendations
- Currently only one item is supported to be used as a point of reference
If the reference NFT is available in the system, the image and data of the NFT will be loaded under Chosen NFTs
- In the current implementation only items within the system will be able to be used as points of reference
Click on Generate Recommendations to load generate & view the recommendations
Currently supported collection: Bored Ape Yacht Club

Click on any of the items to view all the information used to generating the recommendations and the details of the item in a modal window.