It is to run from Mombasa to Nairobi and will extend eventually via Uganda to Rwanda and South Sudan.
In Kenya, the line is to replace a narrow-gauge track built more than 100 years ago during British colonial rule.
China is to finance 90% of the cost of the first stage, put at $3.8bn, with work carried out by a Chinese firm.