Humanitarian AI

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Humanitarian AI

Humanitarian AI

@HumanitarianAI

https://t.co/NOZKn7LD20 community advancing humanitarian AI with local groups in fifteen cities + podcast series: Humanitarian AI Today

Cambridge, MA Bergabung Temmuz 2017
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Humanitarian AI
Humanitarian AI@HumanitarianAI·
Although we haven't been active on this space since Twitter's demise. Our meetup community has been active producing new podcast episodes. Here's our latest episode: soundcloud.com/humanitarian-a…
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Humanitarian AI
Humanitarian AI@HumanitarianAI·
Imagine doing this with humanitarian data and questions posed by humanitarian actors!
Andrej Karpathy@karpathy

ChatGPT "Advanced Data Analysis" (which doesn't really have anything to do with data specifically) is an awesome tool for creating diagrams. I could probably code these diagrams myself, but it's soo much better to just sit back, and iterate in English. In this example, I was experimenting with a possible diagram to explain Supervised Finetuning in LLMs. The "document" at the origin (0,0) is the empty document, and eminating outwards are token streams. Highlighted in black are the high probability token streams of the base model. In red are the token streams corresponding to the conversational finetuning data. When we finetune, we are increasing the probabilities of the red paths and suppressing the black paths. I like this view because it emphasizes LLMs as "token simulators", with their own kind of statistical physics backed by datasets, bouncing around in the discrete token space. The conversation where we built it in a few minutes: chat.openai.com/share/d48fddff… (Sadly I just remembered that ChatGPT sharing doesn't support images, but at least the text is there, of me iterating with the diagram in plain language, and needing to touch no code. Such a vibe of the future.) I had a similar experience yesterday, was trying to create a plot that shows smoothing in n-gram language models. Again I could just have coded this manually, but this was 10X faster and so easy. Conversation: chat.openai.com/share/9e7fd404… Posting because during these chats I was struck again by that feeling of what must be the future, where you just sit back and say stuff, and the computer is doing the hard work. And in some narrow pockets of tasks, you can already get that feeling today.

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Humanitarian AI
Humanitarian AI@HumanitarianAI·
There’s some points worth thinking about in this post!
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Ari Holtzman
Ari Holtzman@universeinanegg·
In other news, I’ll be joining @UChicagoCS and @DSI_UChicago in 2024 as an assistant professor and doing a postdoc @Meta in the meantime! I’m at ACL in person and recruiting students who want to find fresh approaches to working with generative models so if that’s you let’s chat!
Ari Holtzman@universeinanegg

While demand for generative model training soars 📈, I think a new field is coalescing that’s focused on trying to make sense of generative models _once they’re already trained_: characterizing their behaviors, differences, and underlying mechanisms…so we wrote a paper about it!

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Humanitarian AI
Humanitarian AI@HumanitarianAI·
@svpino Am curious how the curriculum could be streamlined and adapted for use by humanitarian actors interested in applications of CS and AI for good?
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Santiago
Santiago@svpino·
Here is a completely free Computer Science curriculum for those with the discipline to go through it independently. The curriculum follows the same degree requirements as an undergraduate computer science major and consists of courses from Harvard, MIT, and Princeton, among other colleges. The curriculum has four major sections: 1. Introduction: Students can review this section and decide whether this fits them. 2. Core: This section corresponds to the first three college years. 3. Advanced: This section corresponds to the final year of a Computer Science curriculum in college. 4. Final Project: Students can validate, consolidate, and display their knowledge by completing this project. Assuming you spend around 20 hours per week, you can finish in two years. I won't lie: completing a curriculum like this alone will be hard. Having the support of professors and other students is very important, but if you have the discipline and the will, this material is amazing. The link to the repository is on the screenshot and its ALT description.
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AI at Meta
AI at Meta@AIatMeta·
Today we're sharing new progress on our AI speech work. Our Massively Multilingual Speech (MMS) project has now scaled speech-to-text & text-to-speech to support over 1,100 languages — a 10x increase from previous work. Details + access to new pretrained models ⬇️
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Humanitarian AI
Humanitarian AI@HumanitarianAI·
@fooobar Curious what you’re interested in doing relative to document foundation models? Maybe you wanna give a talk on the subject to our Humanitarian AI meetup group members?
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Gaurav Aggarwal
Gaurav Aggarwal@fooobar·
We are looking for a Student Researcher to join Google Research Bangalore to advance the state of the art in document foundation models. Candidates need to be currently enrolled in a PhD program with a strong background in ML/Vision research. Please RT/Like for reach. DMs open
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Monica Agrawal
Monica Agrawal@MonicaNAgrawal·
Getting labeled data for clinical NLP can be prohibitively difficult. In work at #emnlp2022, we find that GPT-3 models perform very well at clinical tasks in the few-shot setting, indicating a new paradigm for transforming EHR notes into actionable data news.mit.edu/2022/large-lan…
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AAAI
AAAI@RealAAAI·
The Sixth AAAI/ACM Conference on AI, Ethics, and Society will be held at Le Palais des congrès de Montreál in Montreal, Canada August 8-10, 2023. Register for #AIES23 by June 30 to get the early bird discount ➡️ aies-conference.com/2023/
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Michigan Institute for Data & AI In Society
Next Tues. 5/16! "From Theory to Practice: Building Ethical and Trustworthy AI" Registration: myumi.ch/qG2ex We're surrounded by AI every day: self-driving cars, facial recognition, ChatGPT. But, do we fully comprehend the ethical implications in its use & regulation?
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AI at Meta
AI at Meta@AIatMeta·
📣 Just announced! Join live us on May 18th for #AtScaleMetaAI, a one-day virtual event sharing a look at the next generation of AI infrastructure and innovations powering Meta’s products and services today and in the future. RSVP ⬇️
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Humanitarian AI
Humanitarian AI@HumanitarianAI·
@zanneth @localghost Perhaps an easy question but how do you input the book and what promos do you use to specifically query just it?
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zanneth
zanneth@zanneth·
@localghost This works great for fiction as well. I’ve been using ChatGPT to ask about some of the more complex story elements of a sci-fi book I’m reading called “A Deepness in the Sky.” Having a conversation with an AI about a book I’m reading is just so much fun.
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Aaron Ng
Aaron Ng@localghost·
1. Embed a book into GPT-3 / ChatGPT. 2. Talk directly to the book to learn. Learn from a book through conversation, questions, and in the order you want.
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