Notes on mathematics, probability and machine learning — mostly working through ideas until they click.

• Jun 2021 Expanding Bernoulli's Theorem to the Real World — Amazon Reviews Using Bernoulli trials to reason statistically about which Amazon seller to trust. Mathematics · Probability ↗
• Oct 2020 Pattern-Exploiting Training for NLP Matching — and sometimes beating — GPT-3 on a fraction of the parameters with PET. NLP · Deep Learning ↗
• Oct 2020 How I Finally Understood Bayes' Theorem From memorising a formula to actually using Bayesian reasoning in real-world risk management. Mathematics · Probability ↗
• Sep 2020 Recommender Systems Made Easier with TFRS Building scalable deep-learning recommenders faster with TensorFlow Recommenders. Recommender Systems · Deep Learning · TensorFlow · Keras ↗
• Sep 2020 Stochastic Processes, Part 1 — An Introduction A ground-up intuition for stochastic processes, building toward real-world applications. Mathematics · Probability ↗
• Sep 2020 Rediscovering Math: How to Win a Game of Shells Using probability and expected value to make logical decisions — and stop losing money at the shell game. Mathematics · Probability ↗