Here is my workflow for doing Machine Learning on remote machines.
It features:
• execnb, a little-known gem by @answerdotai
• tips on using Jupyter Notebook in @code
• a workflow based on @LambdaAPI
• thoughts on how computing needs of ML practitioners have evolved
Link…
I took the Solveit course by @jeremyphoward and @johnowhitaker.
Main insight: we can't expect one-shot AI solutions because we can't even ask the right question on the first try.
It's no wonder most AI tools feel like a self-driving car hell-bent on driving off a cliff. 🧵
At @answerdotai we built SolveIt to improve how we develop software - including SolveIt itself 🔄 Here I'm using it to learn our own fastcore library, with immediate code execution right in the dialog. gist.github.com/erikgaas/11a24…
Building this quiz app in FastHTML (from @answerdotai) to test out some Claude Code workflows.
Let me know what features you'd like to see added in the next round of updates, and I'll see what I can do! 🙂
Claudette (a lib for interacting with Claude from Python) is such a true gem 🥰
You not only get a super streamlined way of calling out to Claude from your code, but you also learn about all the things Claude can do.
Chat is only a start.
Some tips on how to learn it:
For over a year, @jeremyphoward has been in stealth mode. In this exclusive talk, he showcases what he's been working on.
He & @johnowhitaker show us SolveIt, a new dev environment and programming paradigm.
🤯 Imagine this workflow:
- Build a web app & interact with its UI…
Introducing irouter, a super simple interface to access 100s of (@OpenRouterAI) LLMs with 2 lines of code.
It supports multi-modal inputs (text, images, PDF, audio) and tool loops. Mix and match as you see fit.
pip install irouter
github.com/CarloLepelaars…
Examples (1/6) 👇
Our Startup and AI legal expert @LukeVerswey is doing a special lesson with @jxnlco -- highly recommended for all founders or anyone considering starting a company.
maven.com/p/895e37/legal…
Now Agentic Coding is here, how will orgs and teams adapt to this Brave New World!
In part 2 of my series, I cover @emollick's Leadership → Crowd → Lab model and look at real examples of what @Shopify, @answerdotai, @cursor_ai, and even Google are doing about it.
Learn why…
ModernBERT, BERT revisited in the age of LLMs and Generative AI! @LightOnIO and @answerdotai modernized BERT! Improved architecture with 8192 context length, flash attention, and trained on 2T tokens. ModernBERT outperforms version BERT and RoBERTa versions! 👀
TL;DR;
2️⃣ Comes…
Announcing FastHTML. A new way to create modern interactive web apps.
Scales down to a 6-line python file; scales up to complex production apps.
Auth, DBs, caching, styling, etc built-in & replaceable and extensible. 1-click deploy to @Railway, @vercel, @huggingface, & more.
Announcing Cold Compress 1.0 with @answerdotai
A hackable toolkit for using and creating KV cache compression methods.
Built on top of @cHHillee and Team’s GPT-Fast for torch.compilable, light-weight performance.
Develop novel methods in as little as 1 line of new code.
I love these tips from @johnowhitaker, just posted to @answerdotai, on attacking "high-surface-area problems"; i.e problems where "when something doesn’t work it can be hard to find out where the issues may be, let alone what we need to do to fix them."
answer.ai/posts/2024-04-…
172 Followers 3K FollowingMechatronics Engineer, Energy and AI master's student. Lifelong learning and tackling problems one step at a time. Curious mind, driven to find better solutions
5 Followers 197 Following“Contrariwise, if it was so, it might be; and if it were so, it would be; but as it isn't, it ain't. That's logic.” ~Tweedledee
8 Followers 305 FollowingFounder @EmbassyRecs , former @atlantadubstep , Fabric, Sound of the Cosmos, American Grime. artist & SWE, interested in when audio & video meet software
15K Followers 6K FollowingI build tough benchmarks for LMs and then I get the LMs to solve them. SWE-bench & SWE-agent. Postdoc @Princeton. PhD @nlpnoah @UW.
367K Followers 6K FollowingChief Scientist, Google DeepMind & Google Research. Gemini Lead. Opinions stated here are my own, not those of Google. TensorFlow, MapReduce, Bigtable, ...
78K Followers 2K Followinga combination of a mediocre scientist, a mediocre manager, a mediocre advisor & a mediocre physicist at @nyuniversity (@CILVRatNYU) & @PrescientDesign
50K Followers 3K FollowingAI alignment + LLMs at Anthropic. On leave from NYU. Views not employers'. No relation to @s8mb. I think you should join @givingwhatwecan.
93K Followers 826 Followingfast ai co-founder | past: math PhD, early eng at uber, prof at USF Data Institute | now focused on the microbiome, immunology, & chronic disease
28K Followers 599 FollowingLLMs and retrieval by day and other genres of AI when I get the chance
🧪 Senior AI Eng @NVIDIAAI
🏫 @fastdotai trained DL Eng
📝 https://t.co/By87iXx5Pu
716K Followers 288 FollowingTogether with the AI community, we are pushing the boundaries of what’s possible through open science to create a more connected world.
46K Followers 1K Following(On mat leave.) Cofounded & running @ml_collective. Host of Deep Learning Classics & Trends. Research at Google DeepMind. DEI/DIA Chair of ICLR & NeurIPS.
65K Followers 1K FollowingCo-founder and CTO at @huggingface 🤗. ML/AI for everyone, building products to propel communities fwd. @Stanford + @Polytechnique
3K Followers 1K FollowingProfessor of Physics & Senior Data Fellow @BelmontUniv, teaching Audio Engineers. Head of Research @Hyperstate_AI. Mostly: ML for music producers.
4.4M Followers 3 FollowingOpenAI’s mission is to ensure that artificial general intelligence benefits all of humanity. We’re hiring: https://t.co/dJGr6Lg202
165K Followers 0 FollowingInvented principles of meta-learning (1987), GANs (1990), Transformers (1991), very deep learning (1991), etc. Our AI is used many billions of times every day.