Swimming Beaches. Green Lake Park Beaches. Green Lake has two popular swimming beaches: East Green Lake Beach and West Green Lake Beach. Amenities include a play area for children, bathrooms, basketball courts, swimming rafts, diving boards and lifeguards on duty in the summer. Parking is available at each beach and the park is easily accessible by bicycle.