Will Needham

I like dreaming of things to build, then building them.

Musings About

Project Notebook (reinforcement Learning)

Project Notebook - experiments with Q-Learning
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Project Notebook (olympics)

Project Notebook - Kaggle Olympics dataset
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Come Dine With Me - National Digital Twin edition

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We need to talk about ethical AI on construction sites

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Four things you missed at the AI & Big Data Expo, London

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Introduction to pyTorch (part 3 of 3)

In this third and final part of the Introduction to pyTorch series, we’ll be building neural networks.

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Introduction to pyTorch (part 2 of 3)

In the second part of this three-part introduction to pyTorch, I’ll be looking at automatic differentiation and tesnor operations.

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Introduction to pyTorch (part 1 of 3)

In this 3-part series, I’ll be going through some basic tensor operations in pyTorch.

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Neural nets 101 - Formulas

Here is an overview of some common mathematical formulas from the field of neural networks.

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Neural nets 101 - Recurrent Neural Networks

A brief intro into recurrent neural networks.

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Neural nets 101 - Deep learning with Convolutional Neural Networks

A brief intro into deep learning & convolutional neural networks.

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Neural nets 101 - Restricted boltzmann machines

All about RBMs.

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Neural nets 101 - Hopfield network & Gibbs Sampling

In this post we look at Hebbian Learning, Gibbs Sampling and Hopfield Networks.

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Neural nets 101 - support vector machines

Although not strictly a neural net, here we introduce the Support Vector Machine.

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Neural nets 101 - Self-organising maps

In this post, I take a look at self-organising maps.

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Neural nets 101 - Backpropagation & training tricks

In this tutorial, we dive into backprop and build our first simple neural network.

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Neural nets 101 - History of neural networks

In this notebook, I look back through the history of neural networks.

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