Scribbles
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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.
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Catching AI with its pants down: Implement a Neural Network from Scratch
Going from equations to implementation in Python.
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Catching AI with its pants down: Optimize a Neural Network from Scratch
Mathematical details of training a neural network, including backpropagation and gradient descent.
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Catching AI with its pants down: Understand a Neural Network from Scratch
Exploring the mathematics of a neural network.
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Catching AI with its pants down: Implement an Artificial Neuron from Scratch
Going from equations to implementation in Python.
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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).
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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.
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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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