余弦退火
一种学习率调度方法,在训练期间按余弦曲线将学习率从初始值逐渐降低至接近零。带有热重启的余弦退火(SGDR)定期重置学习率,有助于逃离局部最小值。它是训练视觉Transformer和许多机器人学习模型的默认调度方法。

Open 7-DoF arm, bimanual-ready. Ships from San Francisco with pilot data-collection packages from $2,500.

90+ platforms — humanoids, arms, quadrupeds, dexterous hands, and teleoperation kits. In-stock hardware ships in 48 hours.

Hardware-synced demonstrations for VLA and imitation learning. Download in LeRobot, HDF5, or RLDS format.

From first arm on the bench to a policy that survives a real workcell — the Robotics Center pipeline in three steps.

Low-latency data-collection glove for dexterous manipulation. From $5,500, ships from San Francisco.

Unbox, calibrate, and run your first autonomous walk. Includes ROS 2 bringup and teleop quickstart.
一种学习率调度方法,在训练期间按余弦曲线将学习率从初始值逐渐降低至接近零。带有热重启的余弦退火(SGDR)定期重置学习率,有助于逃离局部最小值。它是训练视觉Transformer和许多机器人学习模型的默认调度方法。
