After remove button is clicked would like the checkbox to go unchecked

I am trying to have my checkbox unchecked after someone confirms the removal of the items. Would like to know how I go about doing so? Hope someone can help me with this.

Here is my code:

JS:

$(".rem-btn").click(function(){
        var remConf = confirm("Are you sure you want to remove these items from your shopping list?");
        if (remConf == true) {
            $(".check-list input:checked").not('#select-all').parent().remove();
        };
});

HTML:

<section class="shop-list">
            <div class="add-item">
                <input id="item-add" type='text' placeholder="Enter item to shopping list..." name="itemAdd"></input>
                <button class="add-btn">Add Item</button>
            </div>
            <div class="item-list">
                <h2>Shopping List</h2>              
                <ul class="check-list">
                    <li><input type="checkbox" id="select-all"/>Select All</li>
                </ul>
            </div>  
            <div class="removal">
                <button class="rem-btn">Remove Selected</button>
            </div>
        </section>