Would planting a hedge or shrubs on your side be an option? Much nicer than a fence, provides a biotope for birds, insects and other animals, can bear fruit (yummy berries!)
Growing to a hight of 3 ft (~90 cm) should be a matter of 2 or 3 years, depending on the plants.
Can you install something like this: https://youtu.be/M8P4v6JeNDw?feature=shared ?