Michael Nielsen

entities · 5 notes linked

Related: Neural Networks · Backpropagation · Gradient Descent · Stochastic Gradient Descent · Judea Pearl · Causal Inference · Simpsons Paradox · Directed Acyclic Graphs

Notes

• If correlation doesn't imply causation, then what does? — Judea Pearl's causal calculus inferring causation from observational data
• Neural Networks and Deep Learning — Chapter 2 derivation of the four backpropagation equations
• Neural Networks and Deep Learning — Introductory neural network tutorial using MNIST handwritten digit recognition
• Neural Networks and Deep Learning — Chapter 4 — Visual proof that neural networks with hidden layers can approximate any continuous function
• neural-networks-and-deep-learning/src/network.py at master · mnielsen/neural-networks-and-deep-learning — Michael Nielsen's minimal readable feedforward neural network with SGD and backpropagation in Python