I was having the same issue. I found this link:
How to Fix Galaxy Note 2 WiFi Problems in 5 Seconds
I rebooted my phone, turned WIFI on my phone off then back on, then in my options I set 'Keep Wi-Fi on during sleep' to always. My download speed jumped from less than 3 Mbps to over 20 Mbps...