PinnedCharlie O'NeillinTowards Data ScienceCan Transformers Learn to Strategize?TicTacGPT for playing simple board games·27 min read·Sep 8, 2023----
Charlie O'NeillSome quick thoughts on learning compressed representations and GPT-5 speculationLanguage models are impressive, but I think they are cheating. We give them an abstract vocabulary as a way to compress the external world…4 min read·Mar 11, 2024----
Charlie O'NeillinTowards Data ScienceImage Registration for Medical DatasetsFrom SimpleElastix to Spatial Transformer Networks·31 min read·Feb 22, 2023--3--3
Charlie O'NeillinTowards Data ScienceData analytics principles at an AI startupRules for a scientific approach to data analysis and machine learning·5 min read·Sep 21, 2022----
Charlie O'NeillinTowards Data ScienceAchieving state-of-the-art for offensive tweet prediction using transformersUtilising DistilBERT and fine-tuning for text classification9 min read·May 2, 2022----
Charlie O'NeillinTowards Data ScienceAn introduction to transformers and Hugging FaceLeveraging the power of NLP from a top-down approach9 min read·Apr 26, 2022--5--5
Charlie O'NeillinTowards Data ScienceEnd-to-end Pytorch model in five minutesStandardising dataloaders, model, training and validation — so you don’t have to5 min read·Feb 16, 2022----
Charlie O'NeillinTowards Data ScienceUsing Deep Learning for Text-Generation of Wikipedia ArticlesUsing AWD-LSTMs for natural language models in fastai and Pytorch18 min read·Jan 27, 2022--2--2
Charlie O'NeillPredicting the price of Bitcoin with multivariate Pytorch LSTMsUsing multivariate, multi-output forecasting models for financial data14 min read·Jan 25, 2022--6--6
Charlie O'NeillinTowards Data SciencePytorch LSTMs for time-series dataUsing the Pytorch functional API to build temporal models for univariate time-series21 min read·Jan 12, 2022--2--2