How to display Featured Product on Home Page according to Category Id in Magento?

If you want to display "Featured Products" on home page. You can use below code in product listing code.

    <?php

 
 $categoryid = 8;   // Here you can replace from your category id
                   $category_cb = new Mage_Catalog_Model_Category();     $category_cb->load($categoryid);

$this->getProducts();

$_productCollection=$category_cb->getProductCollection()
->addAttributeToSort('entity_id', 'desc')
->addAttributeToSelect('*') ->addAttributeToFilter(array(
array('attribute' => 'featured', 'eq' => true),
));
 

?>