you forgot to mention the enctype="multipart/form-data"
<form action="upload_handler.php" enctype="multipart/form-data" method="post">
Select image to upload:
<input type="file" name="fileToUpload" id="fileToUpload">
<input type="submit" value="Upload" name="submit">
</form>