 Walker was born on 9 June 1861 in Edinburgh, the younger child of Arthur Abney Walker (a Yorkshireman) and his second wife, Isabella (née Robertson).Her father was from a family of iron founders.Her secondary education was at Brondesbury in London, where she was taught drawing by Hector Caffierti.