There is one single way to reasonably invest in private equity and venture companies. You will need to invest in a fund that holds such companies and that is publicly listed.
Such funds pool financial resouces of numerous investors. This allows them to make private equity and venture investments in a large number and therefore diversify investment risks over different sectors, countries, and other characteristics.