Welcome to the DunGeon, where I hold blog posts I write while learning and experimenting with deep learning through fastai.

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Posts

• How to use fastai's training loop Callbacks

  Calling back, but in code.

  May 14, 2022

• Gradient descent with Adam

  SGD, but with adaptive moms.

  May 13, 2022

• Transfer learning for a siamese pair model

  Give it two pet images and have it predict if they're the same breed.

  May 11, 2022

• How to fine-tune for transfer learning

  Off with his head!

  May 9, 2022

• Understanding Residual Networks

  Probably about residuals, right?

  May 6, 2022

• What are Convolutional Neural Networks?

  And here we thought we'd be done with linear algebra...

  Apr 30, 2022

• What are Recurrent Neural Networks?

  Wait it's all a fancy loop?

  Apr 20, 2022

• How to use fastai's mid-level API

  Now I can train models on Kaggle data sets!

  Apr 13, 2022

• Predicting the Sentiment of Movie Reviews with NLP

  By fine-tuning a language model on movie reviews, can we predict if they're positive or negative?

  Apr 8, 2022

• So you wanna learn natural language processing

  Did you know r/SubSimulatorGPT2 is a subreddit of language model bots?

  Apr 5, 2022

• Just The Basics - Strata 2013 | predicting spam emails

  This was actually the easiest tabular data set I could find...

  Apr 1, 2022

• Using auction data to predict sale price

  You mean you can predict my worth?

  Mar 31, 2022

• Adding deep learning to tabular models

  Ensembling just got a whole lot more interesting.

  Mar 31, 2022

• You get a decision tree! And YOU get a decision tree!

  Oprah was so close to discovering random forests.

  Mar 23, 2022

• Training models on tabular data

  Wow! Machine learning!

  Mar 17, 2022