1.大型的数据集合
Andrew Ng机器学习笔记week10 大规模机器学习

2.随机梯度下降(Stochastic gradient descent)

Andrew Ng机器学习笔记week10 大规模机器学习
随机梯度下降算法
Andrew Ng机器学习笔记week10 大规模机器学习

3.小批量梯度下降(mini-Batch gradient descent)
三种梯度下降方法对比:
Andrew Ng机器学习笔记week10 大规模机器学习
Andrew Ng机器学习笔记week10 大规模机器学习

4.随机梯度下降收敛

Andrew Ng机器学习笔记week10 大规模机器学习
Andrew Ng机器学习笔记week10 大规模机器学习
Andrew Ng机器学习笔记week10 大规模机器学习

5.Online learning

Andrew Ng机器学习笔记week10 大规模机器学习
6.Map-­reduce and data parallelism(减少映射、数据并行)
Andrew Ng机器学习笔记week10 大规模机器学习
Andrew Ng机器学习笔记week10 大规模机器学习

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