The joys of saving money by running analyses with preemptible cloud resources!
#######
[1] "Out of memory"
NULL
[1] "Preempted"
[1] 1 2 3 16 24 33 39 64 74 103
[1] "No results yet (if they're missing from the above they were preempted before logging)"
4 5 7 14 30 69 107 112
We're excited to release http://stemcoding.github.io which has an activity explorer where you can find all 44 of our activities! Check it out! #iteachphysics #iteachmath#AAPTSM25 #datascience#CS4All @edutooters
We're excited to release http://stemcoding.github.io which has an activity explorer where you can find all 44 of our activities! Check it out! #iteachphysics #iteachmath#AAPTSM25 #datascience#CS4All @edutooters
New server, new #introduction:
👋 Hi! I'm Eric! I'm a scientific programmer & educator who writes mostly 
code. I currently work part time at #UniversityOfArizona where I help researchers by making R packages, #Shiny apps, automated data workflows, and training them on #ReproducibleResearch practices. I also mentor data scientists for @Posit Academy. I am #OpenToWork as a contractor if any of those skills sound useful to you.
My background is in plant chemical ecology and population ecology and for my PhD I studied #tea and did field work in China. I love tea (although I've been drinking coffee more and more lately) and practice #GongFuCha when I can. I love #foraging and tasting new things.
I currently live in #Tucson but the #BayArea will always be my home.
#rstats #rse #datascience #dataviz #ecology #chemistry #statistics
New server, new #introduction:
👋 Hi! I'm Eric! I'm a scientific programmer & educator who writes mostly code. I currently work part time at #UniversityOfArizona where I help researchers by making R packages, #Shiny apps, automated data workflows, and training them on #ReproducibleResearch practices. I also mentor data scientists for @Posit Academy. I am #OpenToWork as a contractor if any of those skills sound useful to you.
My background is in plant chemical ecology and population ecology and for my PhD I studied #tea and did field work in China. I love tea (although I've been drinking coffee more and more lately) and practice #GongFuCha when I can. I love #foraging and tasting new things.
I currently live in #Tucson but the #BayArea will always be my home.
#rstats #rse #datascience #dataviz #ecology #chemistry #statistics
Want to really understand how RAG, vector search & chunking work?
Then stop reading theory and build your own chatbot.
This guide shows you how to create a local PDF chatbot using:
☕ LangChain
☕ FAISS (vector DB)
☕ Mistral via Ollama
☕ Python & Streamlit
Step-by-step, from environment setup to deployment. Ideal for learning how Retrieval-Augmented Generation works in practice.
Comment “WANT” if you need the friends link to the article, as you don’t have paid Medium.
#rag #tech #Technology #chatbot #AI #ki #python #vector #langchain #datascience #DataScientist #streamlit
Want to really understand how RAG, vector search & chunking work?
Then stop reading theory and build your own chatbot.
This guide shows you how to create a local PDF chatbot using:
☕ LangChain
☕ FAISS (vector DB)
☕ Mistral via Ollama
☕ Python & Streamlit
Step-by-step, from environment setup to deployment. Ideal for learning how Retrieval-Augmented Generation works in practice.
Comment “WANT” if you need the friends link to the article, as you don’t have paid Medium.
#rag #tech #Technology #chatbot #AI #ki #python #vector #langchain #datascience #DataScientist #streamlit
Data manipulation within the US Federal Government [1]
👉Government datasets modified without notice.
▪️We gathered metadata from the US Department of Health and Human Services, CDC, and Veterans Affairs database harvest sources [... ] that were modified between Jan 20 and March 25, 2025.
▪️We found that 114 (49%) of the 232 included datasets were substantially altered.
⭐SOME CHANGES⭐
- “Social determinants of health” to “non
medical factors”
- “Gender” to “sex”
- “female details” column deleted
▪️The agencies involved have not issued any statements confirming or explaining these changes [...]
▪️Despite Secretary Robert F Kennedy Jr's (Department of Health and Humana Services) calls for “radical transparency”, unlogged data manipulation moves away from meaningful transparency.
▪️Only 15 (13%) of the 114 altered datasets logged or otherwise indicated that the change had occurred.
[1] 🌐https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(25)01249-8/fulltext
@publichealth @psychology @sociology @datascience #publichealth #datascience #science #research #health #government #criticalthinking #hhs #cdc #va @bicmay
Data manipulation within the US Federal Government [1]
👉Government datasets modified without notice.
▪️We gathered metadata from the US Department of Health and Human Services, CDC, and Veterans Affairs database harvest sources [... ] that were modified between Jan 20 and March 25, 2025.
▪️We found that 114 (49%) of the 232 included datasets were substantially altered.
⭐SOME CHANGES⭐
- “Social determinants of health” to “non
medical factors”
- “Gender” to “sex”
- “female details” column deleted
▪️The agencies involved have not issued any statements confirming or explaining these changes [...]
▪️Despite Secretary Robert F Kennedy Jr's (Department of Health and Humana Services) calls for “radical transparency”, unlogged data manipulation moves away from meaningful transparency.
▪️Only 15 (13%) of the 114 altered datasets logged or otherwise indicated that the change had occurred.
[1] 🌐https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(25)01249-8/fulltext
@publichealth @psychology @sociology @datascience #publichealth #datascience #science #research #health #government #criticalthinking #hhs #cdc #va @bicmay
A space for Bonfire maintainers and contributors to communicate
