johncf / learn-log

A repository to log my discoveries/learning, with links and comments

learn-log

This repo is aimed to summarize my learnings as I discover and/or dig into new topics, or just to serve as a history of interesting articles that I find around the internet.

At the moment, topics will be mostly limited to the field of machine learning.

• See ml-concepts.md for a quick summary of certain concepts.
• See software-engineering.md for some notes on software/model development lifecycles.
• See interview-tips for discussions on various interviews.
• See worklog-template.md for a template to organize and log your daily work.

Here is a list of interesting places to discover interesting developments, or great explainer articles:

• Transformer Circuits Thread - A collection of explainer articles, inspired by Distill (see below)
• State of AI Report - A good yearly summary of major developments in the field of AI
• Distill - A collection of great explainer articles with amazing visualizations
• r/ml What are you Reading - A collection of (possibly archived) threads in machine learning subreddit that discuss interesting papers (no longer active)
• Chris Olah's blog - One of Distill authors' blog, with similar articles
• Import AI - A weekly newsletter about AI, from the POV of one person
• Guide to AI - From the same author(s) of State of AI Report (but a bit noisy)