Posts

All the articles I've posted.

• Pandas Primer

  Published:Jan 15, 2025 |  at 01:15 AM |  in 5 min read

  A rapid review of the Pandas library for the impatient data scientist.

• Python and Pandas and P-values, Oh My! A Statistical Journey

  Published:Jan 14, 2025 |  at 01:15 AM |  in 26 min read

  A rapid refresher on the basics of statistics and how to apply them in Python.

• A Straight Line Through Linear Algebra

  Published:Jan 2, 2025 |  at 07:27 PM |  in 9 min read

  A brief review of core concepts in linear algebra, with a focus on applications in machine learning.

• Back to the Basics

  Published:Dec 31, 2024 |  at 09:32 AM |  in 1 min read

  A refresher on the fundamentals of computer science.

• Softmax to the Max

  Published:Dec 30, 2024 |  at 10:02 AM |  in 10 min read

  A deep dive into the softmax, logsoftmax, and logsumexp functions, their gradients, and how they relate to each other.

• Flash Attention in a Flash

  Published:Dec 27, 2024 |  at 02:49 AM |  in 8 min read

  Flash Attention is a new attention mechanism that can be used to speed up training and inference in large-scale AI models. This article provides an overview of Flash Attention and its applications in AI research and development.