Making a refined learning plan is the premise of efficient learning. Many students study blindly without clear goals and plans, resulting in scattered learning content and no focus. Scientific learning planning needs to divide long-term goals into daily, weekly, and monthly small goals, clarify the learning content, time allocation, and mastery standards of each stage. Clear goals can let students learn in a targeted manner and avoid aimless invalid learning. Using spaced repetition memory method can effectively improve knowledge retention rate. The forgetting curve shows that human memory decays rapidly over time. Timely review and repeated consolidation according to the memory rule can turn short-term memory into long-term memory. Students can arrange daily fragmentary review, weekly summary consolidation, and monthly comprehensive sorting to avoid centralized cramming before exams and realize solid knowledge mastery. Adopting active learning mode instead of passive acceptance learning is the key to improving efficiency. Passive listening and reading can only form shallow memory, while active thinking, active questioning, active summary, and active practice can deepen knowledge understanding. Students can use the Feynman learning method, try to explain professional knowledge in simple language, and check their own knowledge loopholes in the explanation process. Focused deep learning replaces fragmented inefficient learning. Many students are used to studying while brushing mobile phones and being distracted by various information, resulting in scattered thinking and low learning efficiency. Deep learning requires concentrating on learning within a fixed time, shielding external interference, and completing knowledge learning and problem sorting in a focused state. Short-term focused deep learning effect is far better than long-term distracted learning. Error sorting and targeted breakthrough are important ways to improve academic performance. Instead of blindly brushing a large number of questions, students should sort out wrong questions and error-prone knowledge points, summarize error causes and problem-solving rules, and carry out targeted reinforcement training for weak links. Accumulating error sets and regular review can avoid repeated mistakes and realize precise improvement of weak items. Reasonable rest and physical exercise are the guarantee of long-term efficient learning. Excessive overtime study will lead to mental fatigue, decreased attention, and reduced learning efficiency. Sufficient sleep, appropriate exercise, and reasonable relaxation can restore mental state, improve concentration and thinking sensitivity, and help students maintain stable high-efficiency learning status for a long time. In conclusion, efficient learning is a scientific system rather than mechanical time accumulation. Through reasonable planning, spaced memory, active learning, deep concentration, targeted breakthrough, and reasonable rest, students can completely change low-efficiency learning status, greatly improve learning quality and academic performance, and form lifelong efficient learning abilities.