阶段 03

深度学习核心

Neural networks from first principles. No frameworks until you build one yourself.

01感知机Build~60 minutes测验 02多层网络与前向传播Build~90 minutes测验 03反向传播：从零实现Build~120 minutes测验 04激活函数Build~75 minutes测验 05损失函数Build~75 minutes测验 06优化器Build~75 minutes测验 07正则化Build~75 minutes测验 08权重初始化与训练稳定性Build~90 minutes测验 09学习率调度与 WarmupBuild~90 minutes测验 10构建你自己的迷你框架Build~120 minutes测验 11PyTorch 入门Build~75 minutes测验 12JAX 入门Build~90 minutes测验 13调试神经网络Build~90 minutes测验 14实验追踪与超参数扫描Build~60 minutes测验

“Stay hungry, stay foolish.”

— Steve Jobs