Richard Hackathorn
@hackathorn
PhD in business analytics. Ensuring that Deep Learning (AI) systems are manageable and responsible at scale, while "wandering in latent space".
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Check out my latest article: Decision Support to Organizational Semantics... summarizes a journal paper on research issues for AI-assisted decision support in organizations. linkedin.com/pulse/decision… via @LinkedIn
linkedin.com
Decision Support to Organizational Semantics
I was involved in publishing a peer-reviewed research note …after a hiatus of 40+ years! As shown above, the title is Large Language Models Present New Questions for Decision Support in the Interna...
Had fun with ChatGPT4 analyzing MNIST images. It FAILED to recognize images as 5-5-8, guessing 5-3-2. Did great on explaining overall analysis. "Image 3 is "2" b/c has a loop at base, which is not common in typical "2"s, and has straight slanting line descending from top loop."
Best column for highly-current substantive technical coverage of LLMs. Excellent insights into LLaMA2. If you understand this column's implications, you are riding the #AI wave crest... Ahead of AI #11: New Foundation Models, by @rasbt magazine.sebastianraschka.com/p/ahead-of-ai-…
Fascinating #AI startups... Check out #TxtAI, an "all-in-one embeddings database" wrapping vector-indexing with useful services. Nice repo/docs with new Medium channel. Now, how to make hype-free money? github.com/neuml/txtai medium.com/neuml/introduc…
medium.com
Introducing txtai, the all-in-one embeddings database
Add Natural Language Understanding to any application
IMPRESSIVE!!! If you really want to know the currently accepted facts (and its many mysteries) for the beginning and end of our Cosmos... I just backed ENCYCLOPAEDIA COSMOLOGICA (RELAUNCHED) on @Kickstarter kickstarter.com/projects/cosmo…
VERY INFORMATIVE vis of social/political/economic impact of the Internet over 3 decades. Top 10 website. Note scale! Starts Jan-1993 with 20M views for world pop of 5.5B. Ends 29 years later with 80B views - 4000x usage with 49% pop growth. Wikipedia! ...start in Dec 2005.
2. The History Of The Internet It's crazy how fast things have moved over the last 30 years. Google's explosion is incredible when viewed in a historians frame.
Simple (but fascinating) question! Obvious answer is your (cosine-sim) app for your vector database. Harder answer is how you understand structural relationships (manifolds?) among object embeddings, especially within local neighborhoods. Smashing 1000s dim into 2? 👎
Noted by #TheSequence, this #BAIR paper gives math insights into #SSL training behavior based on firm #PCA concepts. Pay attention to those eigenvalues! It's the secret sauce for LLMs. On Stepwise Nature of Self-Supervised Learning bair.berkeley.edu/blog/2023/07/1… gitlab.com/generally-inte…
Excellent ...for those (like me) who have no clue how to drink from the arXiv fire-hose nor the context to judge importance. YES, all the #LLM summaries are 3 (three) sentences! AI Research Highlights In 3 Sentences Or Less (June -July 2023), by @rasbt open.substack.com/pub/sebastianr…
Photosynthesis is 100% efficient! Amazing! But why? That's not 'natural' or it is? Ethan Siegel of @StartsWithABang has a simple (?) explanation of recent research. One key is: DISORDER (as is natural in biological systems) is more efficient than ORDER. patreon.com/startswithaban…
Struggling with AI #promptengineering? Great resource at promptingguide.ai with GitHub at github.com/dair-ai/Prompt…. Plus there is regular 2-wk cohort course by Elvis Saravia, co-founder of DAIR.AI for $800 at Maven. maven.com/dair-ai/prompt… ...such a deal 😎
Interesting... Colab has gone AI with its copilot. WOW
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