Tag: machine learning

  • Understanding Multi-headed Attention with Grep – A Simple Guide

    Have you ever needed to find something in your code but weren’t sure exactly where to look? That’s where grep comes in handy. And believe it or not, this everyday coding tool can help us understand one of the most powerful concepts in AI: multi-headed attention. Starting with the Basics Imagine you’re looking for everything…

  • ECE5505 Digital Test and Verification Final Project

    This blog post serves as a protal for supplementary materials for the final project report of the course ECE5505 Digital Test and Verification 24 Fall. Links are available to be redirected to the specific academic article in PDF format, it should be noted that readers should access those documents within an institution where subscriptions access…

  • Accelerate Pytorch

    Use Pytorch to accelerate with GPU or apple silicon with Metal

  • Ilya’s secret machine learning paper list

    This link1 contains Ilya Sutskever’s2 curated machine learning paper list. The following tweets show the original story behind this list. I modified the sequence so that similar ones are grouped together, yet the original index with digit emojis is placed in the beginning of the paper title for your own reference, although I don’t think…

  • A Tutorial on scikit-learn

    Scikit-learn is one of the most fundamental machine learning tools. You could access its official website here. It may not as fancy as pytorch or tensorflow, but scikit-learn is a good starting point for beginners to learn about machine learning algorithms. In this tutorial, several aspects will be shown, including installation, datasets as well as…

  • Debugging Python Using Visual Studio Code

    Introduction The main purpose of the tutorial is to provide a way for you to debug projects that may run the code with different command line arguments rather than merely running a python script. This requires you to modify the launch.json file in Visual Studio Code. Microsoft provides a detailed page on how to setup…

  • Advanced Machine Learning Wiki

    I dedicate this page to be a portal that links to many of the webpages that I viewed and learnt for the course “Advanced Machine Learning”. I could create other posts regarding AML and will put link to this master home page for further reference. Unsupervised Learning Projection Principle components analysis Variance, std deviation as…