Assets in Hyperledger Fabric are represented as a collection of key-value pairs and their state changes are recorded as transactions on a ledger. Assets can be represented in JSON for structured data and in Binary for raw data. JSON is commonly used for readable data exchanges, while binary format can be used for efficient storage or processing.