Math and Stats
https://www.countbayesie.com/blog/2015/8/17/a-very-brief-and-non-mathematical-introduction-to-measure-theory-for-probability https://www.countbayesie.com/blog/2015/2/20/random-variables-and-expectation
Blog Seeds
https://magazine.sebastianraschka.com/
Knowledge Blogs
https://blog.eleuther.ai/rotary-embeddings/ https://kipp.ly/transformer-inference-arithmetic/ https://blog.eleuther.ai/transformer-math/#total-inference-memory https://finbarr.ca/how-is-llama-cpp-possible/ https://praveshkoirala.com/2023/06/13/a-non-mathematical-introduction-to-kalman-filters-for-programmers/ https://augmentingcognition.com/ltm.html https://horace.io/brrr_intro.html https://www.cs.toronto.edu/~duvenaud/cookbook/ https://nonint.com/ https://siboehm.com/articles/22/CUDA-MMM https://e2eml.school/transformers.html https://karpathy.github.io/2015/05/21/rnn-effectiveness/ https://ai.meta.com/blog/audiocraft-musicgen-audiogen-encodec-generative-ai-audio/ https://gwern.net/aunn https://tylermaran.com/7-tips-for-junior-engineers.html https://www.youtube.com/watch?v=RFaFmkCEGEs https://www.latent.space/p/ai-engineer https://lilianweng.github.io/posts/2023-06-23-agent/
https://sebastianraschka.com/blog/2023/optimizing-LLMs-dataset-perspective.html https://www.alignmentforum.org/posts/pYWA7hYJmXnuyby33/alignment-implications-of-llm-successes-a-debate-in-one-act
Lilian’s blog
https://lilianweng.github.io/posts/2020-08-06-nas/ https://lilianweng.github.io/posts/2021-05-31-contrastive/ https://lilianweng.github.io/posts/2024-02-05-human-data-quality/ https://lilianweng.github.io/posts/2023-06-23-agent/ https://lilianweng.github.io/posts/2023-01-27-the-transformer-family-v2/ https://lilianweng.github.io/posts/2023-01-10-inference-optimization/ https://lilianweng.github.io/posts/2022-09-08-ntk/ https://lilianweng.github.io/posts/2022-04-15-data-gen/ https://lilianweng.github.io/posts/2022-02-20-active-learning/ https://lilianweng.github.io/posts/2021-12-05-semi-supervised/
Git Repos
https://github.com/ggml-org/p1/discussions/1 https://github.com/ggerganov/llama.cpp/pull/1642