The name parameter in the fs.create_table method refers to the name of the feature table and should be in the format <database name>.<table name>. This format helps in identifying the specific database and table to which the feature table belongs. The primary_keys parameter specifies the primary keys of the feature table, which uniquely identify each record. The df parameter represents the data to be inserted into the feature table, with its structure defining the schema of the feature table.