4.5K
MOFaster vector search. Less RAM. Lower costs.
Vector quantization is the AI optimization most teams overlook.
If you’re building RAG or vector-powered apps, this is how you keep performance high and costs under control.
@mongodb
#Vector Quantization In Ai
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EVThere’s an invisible wall in AI progress.
It’s called the efficient compute frontier.
It’s the point where throwing 10x more training compute barely improves the model unless you fundamentally change the recipe: the data, the architecture, or how learning happens.
That’s why AI progress can feel stuck even as trillions are spent on chips.
The race is shifting.
Instead of only training bigger models, labs are pushing more compute into “thinking time” at inference to squeeze more capability out of the same system.
Source: Welch Labs - YouTube
Follow @evolving.qc for the latest news and updates in AI
#ai #artificialintelligence #compute #machinelearning #LLM
@evolving.qc
104.9K
DE🚀🤯🆘 Turn any image into a Vector in seconds.
🎨✨ Perfect for designers who need high-quality, scalable graphics fast.
✅ Convert images to vectors instantly
✅ No quality loss – perfect for scaling
✅ Saves time & effort with AI automation
👍🏻 Try it now!
📩 Comment "PLAYBOOK" and I will share the website link in your messages.
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#vector #graphicdesignhacks #graphicdesigner #aitools
@designwithtoshi
84.3K
MAI used Parrot AI to edit this, link in bio👆
Vector projection is a way of breaking one vector down into the part that lies along the direction of another vector. Imagine shining a light at an angle onto a wall: the shadow cast is like the projection—it shows how much of one vector “falls” in the same direction as another. This makes it easier to measure alignment between directions in space.
Projections are used everywhere. In physics, they help calculate forces along inclined planes. In computer graphics, they’re key for rendering shadows and perspectives. In data science and machine learning, projections allow us to reduce the dimensionality of data, essentially capturing the most important features while ignoring unnecessary directions.
The beauty of vector projections lies in their ability to simplify problems. Instead of working with full, messy vectors, you isolate just the part that matters for the situation—like focusing only on the component of velocity that moves you forward, rather than sideways.
#parrotai #maths #mathematics #math #education #science #physics #mathskills #mathematician #mathstudent #mathsmemes #mathmemes #mathteacher #mathproblems #algebra #mathstudents #calculus #school #chemistry #english #mathsteacher #learning #study #mathstricks #mathisfun #mathslover #mathsisfun #mathematical #memes #student
@mathematics.peter
30.1K
KI💬 Comment “KITTL” and we’ll send you the tool ⚡️
Turn any image into a fully scalable, colored vector. No pixel mess, no tiny files, just clean results made for print, merch, logos, and more.
And because it’s January 🔥
You get FREE AI tokens every single day this month to try it out.
#kittl #vectorart #aidesign #graphicdesign #brandingtools #printdesign #kittlflows #aitools
@kittldesign
13.9K
AKVector Databases in next 40 seconds
#genai #vectordatabase #aiengineer #llm #generativeai
@akashcode.ai
26.3K
EMComment “VECTOR” to get the links!
🔥 Vector databases are everywhere right now—but most people using them can’t explain what they actually do.
If you treat them like “magic AI storage,” you’ll build systems that are slow, expensive, or flat-out wrong. This mini roadmap fixes the mental model.
⚡ Vector Databases: WTF Are They?
A no-nonsense explanation of what vector databases actually are, why they exist, and what problem they solve (and what they don’t).
📚 Vector Databases Simply Explained (Embeddings & Indexes)
Learn how embeddings work, how vectors are indexed, and why similarity search is fundamentally different from traditional databases.
🎓 What Is a Vector Database?
A clear breakdown of vector search, nearest-neighbor lookup, and where vector DBs fit in real systems like RAG, search, and recommendation engines.
💡 With these vector resources you will:
🚀 Stop treating vector databases like black boxes
🧠 Build a correct mental model of embeddings, similarity, and search
🏗 Know when you actually need a vector DB (and when you don’t)
⚙ Avoid common mistakes that lead to slow, inaccurate AI systems
☁ Level up for AI-powered backend, search, and ML infrastructure work
If you want to move from “we added a vector DB” to “this system returns correct, relevant results at scale,” vector fundamentals aren’t optional—they’re foundational.
📌 Save this post so you never lose this vector roadmap.
💬 Comment “VECTOR” and I’ll send you all the links!
👉 Follow for more Backend Engineering, System Design, and AI Infrastructure clarity.
@emrcodes
14.0K
MA3D Vector Line Demonstration – Desmos 3D ✨📐
A video demonstration showing a line passing through two points of moving vectors in 3D space, described by:
(1 - t)(x₁, y₁, z₁) + t(x₂, y₂, z₂), where -∞ < t < ∞
Created with Desmos 3D 🌌🎥
#3DVisualisation #VectorMaths #ParametricEquations #Desmos3D #MathsVideo #STEM #Mathematics #MathsLovers #MathsIsFun #LearnMaths #3DGeometry #LinearAlgebra #MathsVisuals #EducationalContent #GeometryLovers #MathematicsEducation #3DGraphics #DataVisualisation #StudyMaths #Algebra #Desmos #MathsCommunity #MathsExplained
@mathematics.proofs
95.7K
TIWhy is every AI startup suddenly talking about vector databases?!
Because they’re the backbone of retrieval-based AI.
Anytime an AI needs to remember, search, or reason over custom data — vector databases make it possible.
Here’s how it works…
#tech #technology #stem
@tiffintech
11.6K
RE💿 Recraft isn’t just for raster images, it’s the ultimate AI tool for clean, scalable vectors.
Most AI tools stop at generating realistic images. But if you’re a designer or creative, you need vectors — assets that are scalable, editable, and ready to drop straight into your workflow.
Here’s the process you can use ⬇️
1️⃣ Start with an illustrative style (or your own custom style) → rich, detailed visuals that look dope.
2️⃣ Vectorize with one click → instantly turn your illustration into a clean, scalable vector.
3️⃣ Edit and refine → resize, recolor, or tweak without losing quality — directly on the Recraft’s infinite canvas or in your favorite design tool.
4️⃣ Keep it consistent → set up your custom style for unlimited outputs, or pick from Recraft’s curated vector and illustrative styles.
💡 Pro tip: This workflow is perfect for logos, merch, print, icons, and consistent brand visuals.
👉 Save this post and try building your own illustration → vector workflow inside Recraft.
——
#RecraftAI #VectorDesign #AItools #Illustration #AIworkflow #AIillustration #VectorArt #GraphicDesign #AIcreators #DesignTips #CreativeProcess
@recraftai
163
TE#genai #generativeai #vectordb #aigenerated #learning
Techie Kat explains vector databases..
@techie_kat
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