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Image Classification of Handwritten Digits with fastai

neural network
MNIST
imagery
python
fastai

Build and train a neural network to recognize handwritten digits using the fastai library.

Jun 2, 2025

Building a neural network from scratch

neural network
deep learning
ReLU
Machine learning
gaussian process
python
pytorch

Details on building a neural network by scratch with lots of references to linear regressions. Neural nets are just linear regressions 👌.

May 21, 2025

Machine learning basics

Machine learning
fundamentals
gradient descent
python
I’m going to walk through how to create a basic machine learning (ML) model. It goes over some of the fundamentals of the optimizer behind the model. In later blog posts…
May 20, 2025

Spatially explicit Bayesian neighborhood interactions

Bayesian
ecology
spatial
Stan
R

How to incorporate spatially explicit interactions from neighboring individuals using a Bayesian model in Stan

Mar 21, 2021

Survival analysis with Poisson trick

Bayesian
survival analysis
brms
rstanarm
R

Tutorial on how to develop a survival analysis under a more flexible framework using the Poisson trick

Oct 14, 2020
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