My Blog

Six Nations Fantasy: Predicting Player Performance with AI

Think you’ve got the ultimate rugby IQ? This year, I’m taking my Six Nations Fantasy game to the next level—using AI to predict the best-performing players each week. Can machine learning help me top the leaderboards? Find out how I built my model, the insights it uncovered, and how you can use it to gain an edge in your own fantasy league...

Fine-tuning a pre-trained model for code translation

Discover how to fine-tune a pre-trained sequence2sequence model to translate between 2 coding languages...

A Practical Guide to Building a Seq2Seq Transformer from scratch with PyTorch

This jupyter notebook details how to build a sequence-to-sequence (Seq2Seq) model using PyTorch, focusing on the Transformer architecture. Our goal is to develop a transpiler that translates and transpiles PL/I code into Kotlin. Throughout the notebook, we’ll cover everything from setting up the necessary libraries to training the model and evaluating its performance...
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