My new book is finally out! Thanks to everyone who has helped make this a reality! Please check it out if you haven't already.

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.

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

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/g…

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-ll…

🚀 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/

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

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

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!

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 🙏

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.

New YouTube video: 1hr general-audience introduction to Large Language Models youtube.com/watch?v=zjkBMFhN… 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.

David Attenborough is now narrating my life Here's a GPT-4-vision @elevenlabs python script so you can star in your own Planet Earth:

Happy 1700000000 for those who celebrate

Me putting the AI you asked for into your product

There's wide consensus on this idea

Here's a nice write-up on the mechanics of Retrieval Augmented Generation: github.com/pchunduri6/rag-de…

The bundle The Machine Learning Manager Bundle by Roy Keyes is on sale on Leanpub! Its suggested price is $69.99; get it for $22.20 with this coupon: leanpub.com/b/mlmanager/c/Le… @roycoding #Ai #BusinessAndManagement #DataScience

True, personally, I think the best and shortest definition is that "Embeddings are learned transformations to make data more useful" from Roy Keyes. But a few examples like in Simon's blog post help illustrate the useful part. roycoding.com/blog/2022/embe…

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/aPYd0bju @roycoding #Ai #BusinessAndManagement #DataScience #EngineeringManagement #MachineLearning

The bundle Zefs Guide to Deep Learning: Book Flashcards by Roy Keyes is on sale on Leanpub! Its suggested price is $60.00; get it for $14.00 with this coupon: leanpub.com/b/zefsguide2dl/c… @roycoding #ComputerProgramming #Ai #MachineLearning