Here is how I create gradients It’s not showing... much cos it’s simple asf Blur values - 150 for large vectors, 50 for tiny vectors I.e use a scale of 25 from 50 - 150 for your vectorsshow more

Scientific drawing is an important skill that used to... be an integral part of a scientists training 📝 I use vectors for my drawings- here are 5 reasons why they are awesome (1/6 🧵)show more

Introducing Etoile Search 🔎 I need search for almost... every client project. Every time. And every time it’s the same story: bad APIs, painful setup, keyword-only results 💀 Vectors are great, but the pipeline is always a mess. So I built Drop your content. Let your users find things. Comment “ETOILE” - happy to give you Pro access for free (forever).show more

It’s not our commercial break…yet. But keep your eyes... peeled. #SuperBowlLX​ Reply with #Budweiser150 and #Sweepstakes for your chance to win $150 OF BEER MONEY.show more

- Your tickets please?! I am from Ukraine -... Oh, sorry I dared to ask. Here is 50 Euros for you.show more

Mother Nature is really showing off for all of... you visiting SF (and the rest of the Bay Area) this Super Bowl weekend🤩 I love living here…but for those of you not from here, it’s NOT usually this nice for this long in February! I hope you’re all enjoying the warm weather ☺️show more

Vector Database by Hand ✍️ Vector databases are revolutionizing... how we search and analyze complex data. They have become the backbone of Retrieval Augmented Generation (#RAG). How do vector databases work? [1] Given ↳ A dataset of three sentences, each has 3 words (or tokens) ↳ In practice, a dataset may contain millions or billions of sentences. The max number of tokens may be tens of thousands (e.g., 32,768 mistral-7b). Process "how are you" [2] 🟨 Word Embeddings ↳ For each word, look up corresponding word embedding vector from a table of 22 vectors, where 22 is the vocabulary size. ↳ In practice, the vocabulary size can be tens of thousands. The word embedding dimensions are in the thousands (e.g., 1024, 4096) [3] 🟩 Encoding ↳ Feed the sequence of word embeddings to an encoder to obtain a sequence of feature vectors, one per word. ↳ Here, the encoder is a simple one layer perceptron (linear layer + ReLU) ↳ In practice, the encoder is a transformer or one of its many variants. [4] 🟩 Mean Pooling ↳ Merge the sequence of feature vectors into a single vector using "mean pooling" which is to average across the columns. ↳ The result is a single vector. We often call it "text embeddings" or "sentence embeddings." ↳ Other pooling techniques are possible, such as CLS. But mean pooling is the most common. [5] 🟦 Indexing ↳ Reduce the dimensions of the text embedding vector by a projection matrix. The reduction rate is 50% (4->2). ↳ In practice, the values in this projection matrix is much more random. ↳ The purpose is similar to that of hashing, which is to obtain a short representation to allow faster comparison and retrieval. ↳ The resulting dimension-reduced index vector is saved in the vector storage. [6] Process "who are you" ↳ Repeat [2]-[5] [7] Process "who am I" ↳ Repeat [2]-[5] Now we have indexed our dataset in the vector database. [8] 🟥 Query: "am I you" ↳ Repeat [2]-[5] ↳ The result is a 2-d query vector. [9] 🟥 Dot Products ↳ Take dot product between the query vector and database vectors. They are all 2-d. ↳ The purpose is to use dot product to estimate similarity. ↳ By transposing the query vector, this step becomes a matrix multiplication. [10] 🟥 Nearest Neighbor ↳ Find the largest dot product by linear scan. ↳ The sentence with the highest dot product is "who am I" ↳ In practice, because scanning billions of vectors is slow, we use an Approximate Nearest Neighbor (ANN) algorithm like the Hierarchical Navigable Small Worlds (HNSW).show more

I think people are underestimating how difficult of a... matchup this is for Arman People calling it a 50/50 are nutsshow more

F = q(E + v × B) Watching the... Lorentz force go from a textbook abstraction to 30,000 RPM in real-time is pure dopamine for the brain. It’s all fun and games until the magnetic field flux becomes a physical blur. Most people see a "spinning toy," but we see the cross product of velocity and magnetic field vectors working in perfect, violent harmony. The torque on that armature is proof that Maxwell’s equations aren't just ink on paper: they are the literal pulse of the universe. This shows the foundational principle behind DC Electric Motors.show more

A real community is not just people in a... chat. It’s inside jokes. Shared wins. Tiny rituals. People helping people. A reason to come back. Towns is built for that. Create a Town and bring your people with you.show more

Yo a lot of people ask how to create... a consistent 360° rotation of a character or object it’s pretty simple, in Kling 2.6, use start frame + end frame (disable sound to get this feature) and use the same image for both frames that's it drop your 360s below if this helps👇show more

What if I told you any shape can be... broken down into circles? This visualization demonstrates the stunning power of the Fourier Transform. By using a series of rotating vectors—known as epicycles—we can reconstruct complex, continuous paths from simple circular motions. Each circle represents a specific frequency, phase, and amplitude. When these rotating arrows are added together, the resulting "tip" traces out the intricate outline you see here. It’s where pure mathematics meets digital art, proving that even the most complex designs are just a symphony of oscillations. Credit: mathswithmuzashow more

At Space Camp, ideas become a reality! The Space... Camp Operations Center will be the hub of program operations, providing a remarkable opportunity for growth and education for campers who come from 150 countries and all 50 states. 🌎🌌show more

Thanks Arthur Hayes for being real and telling it... how it is. If yall don’t like watch this it’s your loss not ours kek Wise words from a man of wealth:show more

These 150+ Canva templates have generated over 9 figures... for our clients. Your ability to scale is directly tied to the speed & variety of your ad creative. So, I've designed this MASSIVE resource of 150+ static templates your brand can use to launch and test more creatives I'm giving it away to 200 people that RT & Comment 'Brick' 🚀show more

here is my village for context :3 it’s shit... and ugly mostly but I love it bc it’s mine fellow pokopia players, please drop how your base looks so far!!!!show more

🔥 $150 BITUNIX GIVEAWAY – 3 WINNERS ($50 EACH)... 🔥 It’s Friday again — time for another community giveaway! 🚀 💰 Total Prize Pool: $150 USDT 🏆 3 Winners × $50 USDT Trading Bonus How to Enter: 1️⃣ Follow me, like & retweet this post 2️⃣ Register on Bitunix 👉 3️⃣ Comment your Bitunix UID below ⏳ Runtime: 48 hours 🎯 Winners picked: Sunday · 17:00 UTC Good luck, legends — let’s trade together 💥 #Giveaway #Bitunix #FreeUSDT #Crypto #Airdropshow more

A club with a rep for it. “We’ve been... fans for x amount of years, never heard anything like that” “We have black players” “Are you sure it’s not just cos of the kit colour” You can clearly hear from your own fans “You know who they are, get them out” yet it’s never happenedshow more

The `rebel-large` model is awesome for relation extraction 🔗... Paired with CUDA, it’s blazing fast ⚡️. With LlamaIndex 🦙 🦙, we can now build a knowledge graph over any text data super quickly! 🕸️ Full Colab notebook showing how you can use it:show more

That’s not an excuse for the sick obsession for... cat abuse in your country. This is a video from your ppl,you all think it funny,531k ppl liked it,399k ppl shared it,28k ppl bookmarked it. It’s not just a small portion of ppl,it’s a huge problem. #China #BoycottChinashow more