Create mnemonic devices, flashcards, and mind maps for formulas. Practice applying formulas in different contexts to reinforce memory. Consistent revision and active recall aid in retaining essential equations. A little bit of studying every day is always better for memory retention than trying to cram everything in the night before. Quizlet of Memrise are great online tools with easy-to-use apps for learning formulae by heart.