Water suppression is of paramount importance for many biological and analytical NMR spectroscopy applications. Here, we report the design of a new set of binomial-like radio frequency (RF) pulses that elude water irradiation while exciting or refocusing the remainder of the 1H spectrum. These pulses were generated using a combination of an evolutionary algorithm and artificial intelligence. They display higher sensitivity relative to classical water suppression schemes and tunable water selectivity to avoid suppressing 1H resonances near the water signal. The broad bandwidth excitation obtained with these RF pulses makes them suitable for several NMR applications at high and ultra-high-field magnetic fields.