Advanced booking is often a fine option for the peak summer season, but if really need to save, might arm yourself with patience and wait for last minute deal.
Take the subway (the Tube) to trendy Hampstead, it's just four miles (6.4km) from central Central london. https://Sites.google.com/view/emeraldofkatongcondo/home