He embarked for South Africa in 1892 ostensibly to visit his brother, and was commissioned in 1893 by Cecil Rhodes to remodel Groote Schuur, Rhodes' house on the slopes of Table Mountain in Cape Town, and the residence of South African Prime Ministers. Rhodes sponsored Baker's further education in Greece, Italy and Egypt, after which he returned to South Africa and stayed the next twenty years.