Roy K @roycoding

Author. Data scientist. Machine learner. Ex-physicist. 📚 Zefs Guide to Deep Learning @zefsguides, https://t.co/DpfHkTGRIa 📗 Hiring DSs and MLEs book, https://t.co/rCTmNulf1d roycoding.com Houston, USA Joined March 2013

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Andrej Karpathy @karpathy

a year ago

RT to help Simon raise awareness of prompt injection attacks in LLMs. Feels a bit like the wild west of early computing, with computer viruses (now = malicious prompts hiding in web data/tools), and not well developed defenses (antivirus, or a lot more developed kernel/user space security paradigm where e.g. an agent is given very specific action types instead of the ability to run arbitrary bash scripts). Conflicted because I want to be an early adopter of LLM agents in my personal computing but the wild west of possibility is holding me back.

Simon Willison @simonw

a year ago

If you use "AI agents" (LLMs that call tools) you need to be aware of the Lethal Trifecta Any time you combine access to private data with exposure to untrusted content and the ability to externally communicate an attacker can trick the system into stealing your data!

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Roy K @roycoding

2 years ago

@RakeshAgrawal When the portal to the other dimension opens, you'll know

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Roy K @roycoding

2 years ago

@vboykis This, but for any ML stuff

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Grant Sanderson @3blue1brown

2 years ago

I just posted the first of what will be several chapters about transformers, which in the last year has been the most requested topic for the channel. youtu.be/wjZofJX0v4M

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Roy K @roycoding

2 years ago

@alfcnz @jxmnop @rasbt If we're posting, here's one I made. Trident-free.

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vicki @vboykis

2 years ago

I wrote a very long post on what a machine learning artifact is, how files work, safetensors, pickle, and a lot more, as a way to understand GGUF. Thanks especially to everyone in this thread who added historical context around safetensors. vickiboykis.com/2024/02/28/ggu…

vicki @vboykis

2 years ago

Continuing digging deep on GGUF. Anyone have information/oral history of how we went from pickle in pytorch to safetensors, with explicit details around what actually is in a .pt file/state dictionary? Yep, I've looked at all the code/docs, I'm now looking for commentary

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vicki @vboykis

2 years ago

Evaluating LLMs is HARD, so I'm excited to share a bit of what we've been working on at @MozillaAI from the NeurIPS 1 LLM + 1GPU + 1Day challenge last fall. The write-up includes background on eval + repo with sample K8s infra. More soon! blog.mozilla.ai/exploring-llm-…

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Tim Hopper @tdhopper

2 years ago

🚀 I've just launched the landing page for the Python Developer Tooling Handbook! A free ebook where I will dive deep into the tools that make Python development a breeze (from packaging to linting, type checking to formatting). Check it out 👉 pydevtools.com

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Roy K @roycoding

2 years ago

@tdhopper This is a long article, but probably has what you're looking for en.wikipedia.org/wiki/Mystique_…

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Roy K @roycoding

2 years ago

@vboykis Who are you quote tweeting? I have them blocked. 😎

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Roy K @roycoding

2 years ago

@Jiminy_Kirket Each one should get its own domain name. That will ensure completion!

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Roy K @roycoding

2 years ago

@ylecun I switched my deep learning (e)book to "pay what you want" zefsguides.com

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Leanpub @leanpub

3 years ago

Hiring Data Scientists and Machine Learning Engineers by Roy Keyes is on sale on Leanpub! Its suggested price is $34.99; get it for $10.00 with this coupon: leanpub.com/sh/YsllZwVP @roycoding #Ai #BusinessAndManagement #DataScience #EngineeringManagement #MachineLearning

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Leanpub @leanpub

3 years ago

Zefs Guide to Deep Learning Flashcards (Flashcards (PDF, Anki, PNG formats)) by Roy Keyes is on sale on Leanpub! Its suggested price is $25.00; get it for $10.00 with this coupon: leanpub.com/sh/HUDnTw8B @roycoding #Ai #MachineLearning #DigitalTransformation

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Roy K @roycoding

3 years ago

Giving away free stuff is a lot of effort 😎, but so far a lot of people have picked up free copies of my deep learning book. Right now I just want to get it out there. I promise that reading it is much, much easier than writing it was! Check it out!

Zefs Guides @ZefsGuides

3 years ago

Thanks to everyone who promoted my give away on @leanpub, Zefs Guide to Deep Learning is now the #1 free machine learning and AI book on Leanpub! Please retweet to see if I can really give away 1,000 copies🎅🎁🎅🎁 leanpub.com/zefsguide2dl/c…

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Roy K @roycoding

3 years ago

@TedPetrou 🙏

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Roy K @roycoding

3 years ago

I honestly think this is a better book than a lot of what's out there on machine learning and deep learning. It's a short book covering the most important concepts in the current AI techniques. I want to let people know that they can get it for free, so please retweet 🙏

Zefs Guides @ZefsGuides

3 years ago

I want to give away 1,000 copies of the Zefs Guide to Deep Learning ebook! 🎅 Please retweet if you know anyone who wants to learn about the tech powering AI, ChatGPT, and Stable Diffusion🤖 Right now the ebook is free! (or pay-what-you-want) leanpub.com/zefsguide2dl/c…

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Roy K @roycoding

3 years ago

Buy the paperback of Zefs Guide to Deep Learning and then pick up a free copy of the ebook to get updates (goodbye typos 👋) and learn anytime, anywhere.

Zefs Guides @ZefsGuides

3 years ago

ChatGPT and all the LLMs you hear about are powered by Deep Learning. Give the gift of knowledge this year with a copy of Zefs Guide to Deep Learning 🎁 The ebook is free (or pay what you want). The paperback is an even better present! zefsguides.com

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Andrej Karpathy @karpathy

3 years ago

New YouTube video: 1hr general-audience introduction to Large Language Models youtube.com/watch?v=zjkBMF… Based on a 30min talk I gave recently; It tries to be non-technical intro, covers mental models for LLM inference, training, finetuning, the emerging LLM OS and LLM Security.