Scribbles
Catching AI with its pants down: Demonstration of the Models in Action
Demonstrating the models that were designed from scratch by tackling real, research datasets.
Catching AI with its pants down: Implement a Neural Network from Scratch
Going from equations to implementation in Python.
Catching AI with its pants down: Optimize a Neural Network from Scratch
Mathematical details of training a neural network, including backpropagation and gradient descent.
Catching AI with its pants down: Understand a Neural Network from Scratch
Exploring the mathematics of a neural network.
Catching AI with its pants down: Implement an Artificial Neuron from Scratch
Going from equations to implementation in Python.
Catching AI with its pants down: Optimize an Artificial Neuron from Scratch
Mathematical details of training an artificial neuron. Introduces the gradient descent algorithm and also lays down the groundwork for backpropagation (in neural nets).
Catching AI with its pants down: Understand an Artificial Neuron from Scratch
Exploring the inner workings of an artificial neuron, going from biology to mathematics.
Catching AI with its pants down: Some Musings About AI
Introducing a blog series that explores the inner workings of neural nets and how to build a standard feedforward neural net from scratch. This first entry goes over the bare basics of machine learning.
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