How Are Surgical Robots Being Trained Using Machine Learning?

💡 The Answer

• Deep learning models analyze hundreds of hours of surgical video to learn tissue manipulation patterns.
• Reinforcement learning allows robots to practice suturing or knot-tying in simulation thousands of times.
• These techniques aim to improve autonomous subtasks, such as cutting or cauterizing under surgeon supervision.
• Machine learning also assesses surgeon skill by comparing motions to expert benchmarks for training.