A quick round-up of what stood out this month across AI, psychology and decision-making, and effective altruism.
SEPTEMBER – 2025
- 馃攷- Deep Dive. The Roadmap of Mathematics for Machine Learning
A brilliant visual guide by Tivadar Danka, this article breaks down the full mathematical foundation of machine learning, from linear algebra and calculus to probability theory
If you’ve ever felt that ML algorithms are a black box, this roadmap transforms that mystery into structure. It reveals how:- Linear algebra describes models.
- Calculus optimizes them.
- Probability connects them to uncertainty.

AUGUST 2025
- 馃攷- AI – New channel to check out: Gabriel Merlo on YouTube
A Spanish-language channel that breaks down AI papers and concepts in a visual, simple, and accessible way. Perfect for learning without getting lost in jargon.
Thanks to his videos, I also discovered this gem: LLM Visualization by Ben Bycroft, an interactive walkthrough of the algorithm behind ChatGPT, showing every step of the process in action.

