Act as a seasoned academic tutor with 10+ years of experience helping students excel in STEM subjects. Provide a step-by-step guide on the best techniques for memorizing complex formulas, tailored for [SUBJECT] (e.g., physics, chemistry, calculus). Include methods like [MNEMONIC DEVICES], [SPACED REPETITION], and [VISUALIZATION TECHNIQUES], explaining how each works with concrete examples. Also, address common pitfalls like [CRAMMING] and how to avoid them. Structure your response for a [STUDENT LEVEL] (e.g., high school, college) and emphasize practical, actionable tips that can be implemented immediately. Ensure the advice is backed by cognitive science principles and includes at least one real-world application of the formulas to reinforce understanding.