Backpropagation by hand✍️ ~ spreadsheet. I designed this exercise... to show it is possible to calculate backpropagation for a non-trivial, three-layer network by hand. p.s. I just started this community to share useful resources on AI math. 👇 Join the community.show more

LSTM by hand✍️Excel ~ I designed this exercise to... show it is possible to calculate a simple LSTM by hand. Green🟩: Short Term. Blue🟦: Long Term. +equations. +medium.👇Join the 'AI Math' community. Download xlsx.show more

Transformer by hand✍️ Excel ~ I designed this exercise... to show the core math of a Transformer model is to combine columns (attention), combine rows (feed forward), and repeat.👇Join the 'AI Math' community. 👇Download xlsx.show more

Autoencoder by hand✍️Excel~ I designed this exercise to show... how an Encoder-Decoder network convert input to code and reconstruct input from code. It is annotated with equations, PyTorch, and graphs. 👇Join the 'AI Math' community. Download xlsx.show more

Autoencoder by hand✍️Excel~ I designed this exercise to show... how an Encoder-Decoder network convert input to code and reconstruct input from code. It is annotated with equations, PyTorch, and graphs. I also made a medium version.👇Join the 'AI Math' community. Download xlsx.show more

ResNet by hand✍️Excel~ I designed this exercise to compare... a ResNet to an MLP and show skip-connections are simply identity matrices next to weights and biases. I also made a medium version to show how it scales. 👇Join the 'AI Math' community. Download xlsx.show more

AlphaFold by hand✍️ Excel ~ I designed this exercise... to show (1) MSA multi-head attention, (2) Pair triangular update, two key components of the EvoFormer architecture.👇Join the AI Math community. Download xlsx.show more

FC is designed to reflect the network’s long-term development.... Its value is shaped by how many people actually use the network and how much they rely on it. In other words, the growth of the community goes hand in hand with the value of FC. → As the community grows, activity increases. As activity increases, FC becomes more significant.show more

A new network is forming. Not just for storage.... Not just for compute. Not just for AI agents. But for a world where intelligence is: distributed, owned, coordinated, and rewarded. If you believe AI should be open, peer-to-peer, and community-powered, this is your signal. Join the movement. Join the network. Build with DRIVE369.show more

🚨 COMMUNITY WATCH GRIMSBY 🚨 Big shout out to... Tony Cox for taking over 400 door stopper alarms and around 100 personal safety alarms from me to hand out to local community for free after so many people asked for them after I offered them out for free on the community watch Grimsby page on Facebook I may join him and make a little community spirit video Our community is so strong and united at the minute 💪🏻show more

[New] - AI-Powered Search for Business Central Community I... made a thing 😉 Free AI search designed for #MSDyn365BC community, trained on #MSLearn and blogs (15K+ pages), powered by OpenAI Try it, send feedback. Blog coming...show more

Retrieval Weighting RAG by hand ✍️ + Langflow .... I am designing a series of exercises to teach advanced RAG techniques. This is No. 5. Previous exercises are in the comment.show more

🟢 This Week’s Featured Community Content 🟢 Built by... Community. Driven by creativity. Powered by APEPE. Huge shoutout to our community member for creating this 🔥 Community-made content continues to shape the culture, identity, and energy of APEPE. Show some love 👉 Nefiten #APEPE #BuiltByCommunity #MemeCommunity #Polygonshow more

The Diamond Nuts Community is going global I told... you guys I am on a mission to change as many lived as possible. I have a vision to help everyone on this Planet!! King of Crypto is reaching every corner of this Earth and finding people in need to help. This is just the beginningshow more

From 30 years ago, a spacecraft I designed and... rendered using POVRay for an animation I created portraying the diversion of a comet using a nuclear weapon. This wasn't designed in a modeling program, it was hand drafted and the geometry transcribed into POV Scene description language by hand.show more

super excited to share i’m joining @cloudflare! inspired by... the incredible work, pace, and mission to build a better internet. grateful for everyone who made this possible and i can’t wait to get started 🧡show more

IS YOUR COMMUNITY COMPLETELY BEING SLEPT ON? NOT GETTING... THE SUPPORT IT NEEDS? PULL UP ON THIS POST TO GET THE EXPOSURE IT DESERVES. WHO KNOWS I MAY JUST JOIN YOU 🫵🏽show more

At MIT, I learned about RNNs in my NLP... class with Prof. Michael Collins. He built a model from my keystrokes to predict who I was. To me, it felt like a magic box. Years later, when I had to teach RNNs, I forced myself to go inside the box. ⬇️ Download: First, with a tiny example on paper by hand ✍️. Then, a slightly larger one in Excel. That’s when it finally clicked: 👉 The weights are reused (weight matrices on the left side) 👉 The hidden states are passed down (H's) When I built it by hand and saw everything visually, it clicked, just math you can actually trace. Now I try to give others the same “aha!” moment I had. ⬇️ Download Excel:show more

I’ve implemented SVMs three times in my life —... first in MATLAB as a grad student, again in C++ during my postdoc, and finally by hand ✍️ as a professor who needed to truly understand it well enough to teach it. If you’re curious, here’s my full 19-step walkthrough: ---- 100% original, made by hand ✍️ Join 52K+ readers of my newsletter:show more

We all smoke our way, for now I have... mastered the art of the glass tip cone style. It’s not a specialty roll by any means, but it’s consistent for me. I don’t have the fine hand coordination nor the patience to fuck up a hand roll when I can do this pretty easily and it smokes as proper as a good hand roll. When I have more time away from serving, I’ll practice hand rolling but this is how I smoke.show more

ARB8i 💛 Lab - is LIVE 🚀 This started... as a speed tool for my @Doodles edits, I turned it into an editor anyone can use in seconds! Live with my packs + 2 overlays by artdood. Now opening to community artists - more to come! 👀 Link in the first reply 👇show more