This snippet finds the top discordant feature pairs in a dataset by measuring how often each pair exhibits opposite sign changes between consecutive observations. Useful for exploring hidden anti-correlations in time series AI data.

This snippet deduplicates large, unordered files with limited memory, leveraging on-disk hashing and chunked processing to efficiently handle edge cases like multi-file merging and non-ASCII content.

Google Quantum AI published a blog post and accompanying peer-reviewed paper (in Nature) claiming a major milestone: the first verifiable quantum advantage achieved on real quantum hardware. They announced the algorithm named Quantum Echoes running on their chip Willow

Retrieval Augmented Generation (RAG) works like a supercharged librarian who not only finds the right books but also crafts personalized answers: first, documents such as PDFs are broken into chunks and converted into dense numerical codes called embeddings, creating a map of

AI will redefine everything.

Spaced learning is a scheduling strategy that revisits information over time instead of repeating it in a single session. Reviews are deliberately spaced to occur right before you’re likely to forget — maximizing memory consolidation while minimizing study time. Core idea:

This repository contains insights and projects from my 10 years of experience. Feel free to explore and use anything that might be helpful. github.com/byambaa1982/us…

SEO is foundational for any website aiming to thrive online. It's not a one-time task but an ongoing strategy that adapts to algorithm changes and user trends. If you're running a site, starting with basics like keyword research, on-page optimization, and quality backlinks can

University of Twente research showed students using mind maps: - Completed learning tasks 15-20% faster - Demonstrated superior understanding of complex relationships - Needed fewer repetitions to achieve mastery (Van Boxtel et al., 2002) If you study 10 hours weekly, mind