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2024-12-24

Practical Deep Learning, Lesson 7, Movie Recommendations

In this notebook, we'll use the MovieLens 10M dataset and collaborative filtering to create a movie recommendation model. We'll use the data from movies.dat and ratings.dat to create embeddings that will help us predict ratings for movies I haven't watched yet.

course.fast.ai collaborative_filtering
2024-11-14

Practical Deep Learning, Lesson 5, Pricing Iowa Houses with Random Forests

Having completed lesson 5 of the FastAI course, I prompted Claude to give me some good datasets upon which to train a random forest model. This housing dataset from Kaggle seemed like a nice option, so I decided to give it a try. I am also going to try something that Jeremy Howard recommended for...

course.fast.ai language_models
2024-11-04

Practical Deep Learning, Lesson 4, Language Model Blog Post Imitator

In this notebook/post, we're going to be using the markdown content from my blog to try a language model. From this, we'll attempt to prompt the model to generate a post for a topic I might write about.

language_models course.fast.ai
2024-10-18

Practical Deep Learning, Lesson 3, Stochastic Gradient Descent on the Titanic Dataset

In this notebook, we train two similar neural nets on the classic Titanic dataset using techniques from fastbook chapter 1 and chapter 4.

course.fast.ai
2024-09-26

Practical Deep Learning, Lesson 2, Rowing Classifier

The following is the notebook I used to experiment training an image model to classify types of rowing shells (with people rowing them) and the same dataset by rowing technique (sweep vs. scull). There are a few cells that output a batch of the data. I decided not to include these because the...

course.fast.ai
2024-09-16

Practical Deep Learning, Lesson 1, Image Models

I set out to do a project using my learnings from the first chapter of the fast.ai course. My first idea was to try and train a Ruby/Python classifier. ResNets are not designed to do this, but I was curious how well it would perform.

course.fast.ai

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