perceptron

"本书的理念是“从零开始制作”。它不依赖TensorFlow或PyTorch等外部深度学习框架，而是仅将NumPy作为武器，从零开始实现神经网络。"

"如果你曾经想知道AI实际上是如何在没有被明确编程的情况下从数据中学习模式的，那么这个视频将使用简单的动画和零专业术语来解释它。"

"感知器是“接收多个输入，如果计算结果超过阈值则输出1，如果没有超过则输出0”。"

"Mathematically speaking, 'if the data is linearly separable, a solution will always be reached in a finite number of steps (converge).'"

"这次，我们将实现一个 MLP（多层感知器）并类似地..."

"Our estimator can be trained without computing the autocovariance kernels and it can be parallelized to provide the estimates much faster than existing approaches."

"The article is sourced from ArXiv, indicating a peer-reviewed research paper."

"The article's focus is on perceptrons, the fundamental building blocks of neural networks."

"The article is a 'Show HN' post."

"The article is from 2007, a time before widespread adoption of deep learning."

"Perceptrons are the most basic form of a neural network."