geography

Influences of Geographic Environment by Ellen Churchill Semple

https://www.gutenberg.org/ebooks/15293

AI: algorithms

K-Means clustering [can be expensive]

- elbow method - calc how many clusters, but can be expsensive

alt: DBSCAN which calculates how many clusters to use (density-based clustering non-parametric algorithm)

https://en.wikipedia.org/wiki/DBSCAN

books read by Jordan Peterson

the parasitic mind

return of the god hypothesis

the myth of mental illness

factfulness

east of eden

the madness of crowds

the rational optimist

an anthropologist on mars

AI: LLMs and projects

Web element detection

OpenDILabCommunity/webpage_element_detection · Hugging Face

Layout parser - doc ingester

https://layout-parser.github.io/

YOLO Object Detection
https://www.v7labs.com/blog/yolo-object-detection

Data generation - Langchain

Synthetic data generation | 🦜️🔗 Langchain

DistilBERT: Faster version of BERT

[1910.01108] DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter (arxiv.org)

DBRX - a 'mixture of experts' LLM

Introducing DBRX: A New State-of-the-Art Open LLM | Databricks

Hermes-2 Mistral 7B - good for "Function Calling" (so LLM delegates creating/modifying an app, to the client)

https://huggingface.co/NousResearch/Hermes-2-Pro-Mistral-7B

multimodal LLMs

HuggingFaceM4/idefics2-8b-chatty · Hugging Face

HuggingFaceM4/idefics2-8b · Hugging Face

HPT 1.5 Air: A New Open-Sourced 8B Multimodal LLM with Llama 3

Datasets - Roboflow (like HuggingFace for data)

https://public.roboflow.com/

Accelerating Hugging Face Transformers with AWS Inferentia2

AWS Inferentia2 (inf2 AWS instances - cheaper than g5)

Prompt hacking and testing

HackAPrompt

https://github.com/Giskard-AI/giskard

Token counts - for cost estimates

https://huggingface.co/Xenova/claude-tokenizer

https://huggngface.co/spaces/Xenova/the-tokenizer-playground

https://docs.aws.amazon.com/bedrock/latest/userguide/model-customization-prepare.html

LLM powered autonomous agents

https://lilianweng.github.io/posts/2023-06-23-agent/

Building a NN from scratch

MNIST Neural Network From Scratch (kaggle.com)

AI Papers and Datasets

Learning Transferable Visual Models From Natural Language Supervision = 
https://arxiv.org/abs/2103.00020

Free Datasets

https://www.v7labs.com/blog/best-free-datasets-for-machine-learning

UI Modelling - annotated UIs

https://uimodeling.github.io/

Datasets - Roboflow (like HuggingFace for data)

https://public.roboflow.com/

gen-ai news and updates

 

LocalLLaMA - gen-ai on reddit

https://www.reddit.com/r/LocalLLaMA/

LLM Leaderboard - https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard

Superintelligence

the beginning of infinity