Small Town Heart, Award-Winning Care Tucked away in the picturesque and charming township of Berkeley Heights, Autumn Lake at Berkeley Heights is an award-winning, state-of-the-art nursing center brimming with small-town heart. In addition to sub-acute rehabilitation, we are renowned for our excellence in long-term care, providing round-the-clock skilled nursing for a wide range of complex medical conditions.