In small bowl, mix yogurt and peanut butter together. In separate bowl, toss walnuts and pretzels together.
In tall glass, build parfait. Layer 1/2 cup yogurt, half of banana slices and 1 tablespoon of walnut/pretzel mixture. Repeat layers. Serve immediately.