Just another step to move data to information to knowledge. HGraphDB is a distributed graph database on top of Apache HBase & now can be used as another network information source for #DeepGraph. #apachespark #graphframes #knowledgegraph #predictiveworks #Analytics #AI

Predictiveworks's tweet image. Just another step to move data to information to knowledge. HGraphDB is a distributed graph database on top of Apache HBase & now can be used as another network information source for #DeepGraph.

#apachespark #graphframes #knowledgegraph #predictiveworks #Analytics #AI

Unveiling Deepgraph! 🚀 Get ready to truly understand any public code repository. Dive deep into codebases, visualize structures, and gain instant insights. We've even tested it on @Meta 's facebookresearch/vggt repo! No more getting lost in complex projects! #Deepgraph


#getstartup: #DeepGraph feeds enterprise sales teams with hyper-targeted warm leads #startupchats tcrn.ch/2q7GWVd


Just a reminder at the end of this post: #DeclarativeAI is just one the D's in our 4D architecture for ##traders & investors. Stay tuned and next, we briefly sketch, our #DeepGraph component.

Predictiveworks's tweet image. Just a reminder at the end of this post: #DeclarativeAI is just one the D's in our 4D architecture for ##traders & investors.
Stay tuned and next, we briefly sketch, our #DeepGraph component.

Whether it's #earth observation data brought to #ApacheSpark with RasterFrames or global broadcast, print or online events & news with GDELTFrames: They've 1 thing in common: They can be connected to Declarative AI with ease - on the first or the last mile of their data journey.



#DeepGraph feeds enterprise sales teams with hyper-targeted warm leads tcrn.ch/2qaQVHc #ESFATX


Now you have a distributed in-memory graph database at your fingertips. Reminder: #IgniteGraph perfectly integrates with #DeepGraph, #GDELTFrames and other components of #PredictiveWorks eco system. #graphdatabase #knowledgegraph #apacheignite #apachespark #Analytics

Whether you need to enrich your customer data with network effects, need to find traces of advanced persistent threats or simply need to gain deep understanding from an information network. #graphdatabase #knowledgegraph #apacheignite #apachespark #Analytics #AI #IoT



#IgniteGraph perfectly integrates with our #DeepGraph & eases the use of graph #analytics algorithms on Threat Intel or #IoT or both data. Computing centrality, detecting communities, predicting links & more is now available for those of you, who prefer to go with #ApacheIgnite.

Having an Ignite Streamer for @FIWARE on the one hand and OpenCTI on the other hand, opens side by side big data processing for #cyberdefense & #iot data with (very) low latency. #Analytics #apacheignite #apachespark #fiware #opencti #graphanalytics #graphdatabase



Going with @ApacheSpark & its eco system, offers integrated support for Drools business rules, SQL queries, machine learning, natural language processing (David Talby SparkNLP), deep learning (via Intel AI #AnalyticsZoo) & graph processing via our #GraphFrames based #DeepGraph.

Plenty of graph databases are out there, with awesome claims about data volume and speed. All these products are great, but from our Liquid (#BigData) #Analytics Continuum perspective, it is another isolated component with significant effort to support fluent #data journeys.



Hyper-target warm leads are yummy! #DeepGraph feeds #enterprise #sales teams with leads - klou.tt/gbv94vzv7taz


Our #DeepGraph component integrates with #IgniteGraph and brings the power of page rank, community detection and other graph analytics algorithms to the world of connected things. The missing link is our FIWARE streaming component. #IoT #AI #Data #Analytics #Fiware #Graph

Streaming notifications to an in-memory store is just the starting point for a fascinating data journey from physical entities and #IgniteGraph, a distributed in-memory graph database on top of Ignite. #IoT #graphtechnology #analytics #AI #data @FIWARE @ApacheIgnite

Predictiveworks's tweet image. Streaming notifications to an in-memory store is just the starting point for a fascinating data journey from physical entities and #IgniteGraph, a distributed in-memory graph database on top of Ignite.
#IoT #graphtechnology #analytics #AI #data @FIWARE @ApacheIgnite


HubSpot acquires Kemvi to bring more AI into its sales and marketing platform goo.gl/P8nuXu #deepgraph #enterprise #hubspot


Unveiling Deepgraph! 🚀 Get ready to truly understand any public code repository. Dive deep into codebases, visualize structures, and gain instant insights. We've even tested it on @Meta 's facebookresearch/vggt repo! No more getting lost in complex projects! #Deepgraph


Going with @ApacheSpark & its eco system, offers integrated support for Drools business rules, SQL queries, machine learning, natural language processing (David Talby SparkNLP), deep learning (via Intel AI #AnalyticsZoo) & graph processing via our #GraphFrames based #DeepGraph.

Plenty of graph databases are out there, with awesome claims about data volume and speed. All these products are great, but from our Liquid (#BigData) #Analytics Continuum perspective, it is another isolated component with significant effort to support fluent #data journeys.



#IgniteGraph perfectly integrates with our #DeepGraph & eases the use of graph #analytics algorithms on Threat Intel or #IoT or both data. Computing centrality, detecting communities, predicting links & more is now available for those of you, who prefer to go with #ApacheIgnite.

Having an Ignite Streamer for @FIWARE on the one hand and OpenCTI on the other hand, opens side by side big data processing for #cyberdefense & #iot data with (very) low latency. #Analytics #apacheignite #apachespark #fiware #opencti #graphanalytics #graphdatabase



Our #DeepGraph component integrates with #IgniteGraph and brings the power of page rank, community detection and other graph analytics algorithms to the world of connected things. The missing link is our FIWARE streaming component. #IoT #AI #Data #Analytics #Fiware #Graph

Streaming notifications to an in-memory store is just the starting point for a fascinating data journey from physical entities and #IgniteGraph, a distributed in-memory graph database on top of Ignite. #IoT #graphtechnology #analytics #AI #data @FIWARE @ApacheIgnite

Predictiveworks's tweet image. Streaming notifications to an in-memory store is just the starting point for a fascinating data journey from physical entities and #IgniteGraph, a distributed in-memory graph database on top of Ignite.
#IoT #graphtechnology #analytics #AI #data @FIWARE @ApacheIgnite


Just another step to move data to information to knowledge. HGraphDB is a distributed graph database on top of Apache HBase & now can be used as another network information source for #DeepGraph. #apachespark #graphframes #knowledgegraph #predictiveworks #Analytics #AI

Predictiveworks's tweet image. Just another step to move data to information to knowledge. HGraphDB is a distributed graph database on top of Apache HBase & now can be used as another network information source for #DeepGraph.

#apachespark #graphframes #knowledgegraph #predictiveworks #Analytics #AI

Now you have a distributed in-memory graph database at your fingertips. Reminder: #IgniteGraph perfectly integrates with #DeepGraph, #GDELTFrames and other components of #PredictiveWorks eco system. #graphdatabase #knowledgegraph #apacheignite #apachespark #Analytics

Whether you need to enrich your customer data with network effects, need to find traces of advanced persistent threats or simply need to gain deep understanding from an information network. #graphdatabase #knowledgegraph #apacheignite #apachespark #Analytics #AI #IoT



Just a reminder at the end of this post: #DeclarativeAI is just one the D's in our 4D architecture for ##traders & investors. Stay tuned and next, we briefly sketch, our #DeepGraph component.

Predictiveworks's tweet image. Just a reminder at the end of this post: #DeclarativeAI is just one the D's in our 4D architecture for ##traders & investors.
Stay tuned and next, we briefly sketch, our #DeepGraph component.

Whether it's #earth observation data brought to #ApacheSpark with RasterFrames or global broadcast, print or online events & news with GDELTFrames: They've 1 thing in common: They can be connected to Declarative AI with ease - on the first or the last mile of their data journey.



#DeepGraph feeds enterprise sales teams with hyper-targeted warm leads tcrn.ch/2qaQVHc #ESFATX


HubSpot acquires Kemvi to bring more AI into its sales and marketing platform goo.gl/P8nuXu #deepgraph #enterprise #hubspot


Hyper-target warm leads are yummy! #DeepGraph feeds #enterprise #sales teams with leads - klou.tt/gbv94vzv7taz


#getstartup: #DeepGraph feeds enterprise sales teams with hyper-targeted warm leads #startupchats tcrn.ch/2q7GWVd


This is the JPEG moment for AI. Optical compression doesn't just make context cheaper. It makes AI memory architectures viable. Training data bottlenecks? Solved. - 200k pages/day on ONE GPU - 33M pages/day on 20 nodes - Every multimodal model is data-constrained. Not anymore.…

RayFernando1337's tweet image. This is the JPEG moment for AI.

Optical compression doesn't just make context cheaper. It makes AI memory architectures viable.

Training data bottlenecks? Solved.
- 200k pages/day on ONE GPU
- 33M pages/day on 20 nodes
- Every multimodal model is data-constrained. Not anymore.…

15 Deep Pictures That Will Make You Think: 1.

DeepFlowMDL's tweet image. 15 Deep Pictures That Will Make You Think:

1.

BOOOOOOOM! CHINA DEEPSEEK DOES IT AGAIN! An entire encyclopedia compressed into a single, high-resolution image! — A mind-blowing breakthrough. DeepSeek-OCR, unleashed an electrifying 3-billion-parameter vision-language model that obliterates the boundaries between text and…

BrianRoemmele's tweet image. BOOOOOOOM!

CHINA DEEPSEEK DOES IT AGAIN!

An entire encyclopedia compressed into a single, high-resolution image!

—

A mind-blowing breakthrough. DeepSeek-OCR, unleashed an electrifying 3-billion-parameter vision-language model that obliterates the boundaries between text and…

🚀 DeepSeek-OCR — the new frontier of OCR from @deepseek_ai , exploring optical context compression for LLMs, is running blazingly fast on vLLM ⚡ (~2500 tokens/s on A100-40G) — powered by vllm==0.8.5 for day-0 model support. 🧠 Compresses visual contexts up to 20× while keeping…

vllm_project's tweet image. 🚀 DeepSeek-OCR — the new frontier of OCR from @deepseek_ai , exploring optical context compression for LLMs, is running blazingly fast on vLLM ⚡ (~2500 tokens/s on A100-40G) — powered by vllm==0.8.5 for day-0 model support.

🧠 Compresses visual contexts up to 20× while keeping…
vllm_project's tweet image. 🚀 DeepSeek-OCR — the new frontier of OCR from @deepseek_ai , exploring optical context compression for LLMs, is running blazingly fast on vLLM ⚡ (~2500 tokens/s on A100-40G) — powered by vllm==0.8.5 for day-0 model support.

🧠 Compresses visual contexts up to 20× while keeping…
vllm_project's tweet image. 🚀 DeepSeek-OCR — the new frontier of OCR from @deepseek_ai , exploring optical context compression for LLMs, is running blazingly fast on vLLM ⚡ (~2500 tokens/s on A100-40G) — powered by vllm==0.8.5 for day-0 model support.

🧠 Compresses visual contexts up to 20× while keeping…

🚨 DeepSeek just did something wild. They built an OCR system that compresses long text into vision tokens literally turning paragraphs into pixels. Their model, DeepSeek-OCR, achieves 97% decoding precision at 10× compression and still manages 60% accuracy even at 20×. That…

godofprompt's tweet image. 🚨 DeepSeek just did something wild.

They built an OCR system that compresses long text into vision tokens  literally turning paragraphs into pixels.

Their model, DeepSeek-OCR, achieves 97% decoding precision at 10× compression and still manages 60% accuracy even at 20×. That…

20 DEEP VISUALS THAT WILL MAKE YOU THINK : 1.

minds_eminent's tweet image. 20 DEEP VISUALS THAT WILL MAKE YOU THINK :

1.

IT FREAKING WORKED! At 4am today I just proved DeepSeek-OCR AI can scan an entire microfiche sheet and not just cells and retain 100% of the data in seconds… AND Have a full understanding of the text/complex drawings and their context. I just changed offline data curation!

BrianRoemmele's tweet image. IT FREAKING WORKED!

At 4am today I just proved DeepSeek-OCR AI can scan an entire microfiche sheet and not just cells and retain 100% of the data in seconds…

AND

Have a full understanding of the text/complex drawings and their context.

I just changed offline data curation!

BOOOOOOOM! CHINA DEEPSEEK DOES IT AGAIN! An entire encyclopedia compressed into a single, high-resolution image! — A mind-blowing breakthrough. DeepSeek-OCR, unleashed an electrifying 3-billion-parameter vision-language model that obliterates the boundaries between text and…

BrianRoemmele's tweet image. BOOOOOOOM!

CHINA DEEPSEEK DOES IT AGAIN!

An entire encyclopedia compressed into a single, high-resolution image!

—

A mind-blowing breakthrough. DeepSeek-OCR, unleashed an electrifying 3-billion-parameter vision-language model that obliterates the boundaries between text and…


A more serious thread on the DeepSeek-OCR hype / serious misinterpretation going on. 1. On token reduction via representing text in images, researchers from Cambridge have previously shown that 500x prompt token compression is possible (ACL'25, Li, Su, and Collier). Without…

Kangwook_Lee's tweet image. A more serious thread on the DeepSeek-OCR hype / serious misinterpretation going on.

1. 
On token reduction via representing text in images, researchers from Cambridge have previously shown that 500x prompt token compression is possible (ACL'25, Li, Su, and Collier). 

Without…
Kangwook_Lee's tweet image. A more serious thread on the DeepSeek-OCR hype / serious misinterpretation going on.

1. 
On token reduction via representing text in images, researchers from Cambridge have previously shown that 500x prompt token compression is possible (ACL'25, Li, Su, and Collier). 

Without…
Kangwook_Lee's tweet image. A more serious thread on the DeepSeek-OCR hype / serious misinterpretation going on.

1. 
On token reduction via representing text in images, researchers from Cambridge have previously shown that 500x prompt token compression is possible (ACL'25, Li, Su, and Collier). 

Without…

For this shot, I went with two distinct variations of the color frames. I built a handy node where I could shift the hue and apply thresholding per Deep ID or layer.

MattyMcDee's tweet image. For this shot, I went with two distinct variations of the color frames. 

I built a handy node where I could shift the hue and apply thresholding per Deep ID or layer.
MattyMcDee's tweet image. For this shot, I went with two distinct variations of the color frames. 

I built a handy node where I could shift the hue and apply thresholding per Deep ID or layer.
MattyMcDee's tweet image. For this shot, I went with two distinct variations of the color frames. 

I built a handy node where I could shift the hue and apply thresholding per Deep ID or layer.

DeepSeek just dropped a new OCR model! And this isn't about OCR. We've all heard "a picture is worth a thousand words." DeepSeek literally proved it. They've built a breakthrough in AI memory compression that could change how models handle long contexts. The core idea:…

akshay_pachaar's tweet image. DeepSeek just dropped a new OCR model!

And this isn't about OCR.

We've all heard "a picture is worth a thousand words." DeepSeek literally proved it.

They've built a breakthrough in AI memory compression that could change how models handle long contexts.

The core idea:…

15 Deep Visuals That Will Make You Think: 1.

LibraryPath's tweet image. 15 Deep Visuals That Will Make You Think:

1.

DeepSeek-OCR looks impressive, but its core idea is not new. Input “Text” as “Image” — already explored by: LANGUAGE MODELING WITH PIXELS (Phillip et al., ICLR 2023) CLIPPO: Image-and-Language Understanding from Pixels Only (Michael et al. CVPR 2023) Pix2Struct: Screenshot…

awinyimgprocess's tweet image. DeepSeek-OCR looks impressive, but its core idea is not new.

Input “Text” as “Image” — already explored by:
LANGUAGE MODELING WITH PIXELS (Phillip et al., ICLR 2023)
CLIPPO: Image-and-Language Understanding from Pixels Only (Michael et al. CVPR 2023)
Pix2Struct: Screenshot…
awinyimgprocess's tweet image. DeepSeek-OCR looks impressive, but its core idea is not new.

Input “Text” as “Image” — already explored by:
LANGUAGE MODELING WITH PIXELS (Phillip et al., ICLR 2023)
CLIPPO: Image-and-Language Understanding from Pixels Only (Michael et al. CVPR 2023)
Pix2Struct: Screenshot…
awinyimgprocess's tweet image. DeepSeek-OCR looks impressive, but its core idea is not new.

Input “Text” as “Image” — already explored by:
LANGUAGE MODELING WITH PIXELS (Phillip et al., ICLR 2023)
CLIPPO: Image-and-Language Understanding from Pixels Only (Michael et al. CVPR 2023)
Pix2Struct: Screenshot…
awinyimgprocess's tweet image. DeepSeek-OCR looks impressive, but its core idea is not new.

Input “Text” as “Image” — already explored by:
LANGUAGE MODELING WITH PIXELS (Phillip et al., ICLR 2023)
CLIPPO: Image-and-Language Understanding from Pixels Only (Michael et al. CVPR 2023)
Pix2Struct: Screenshot…

15 Deep Visuals That Will Make You Think: 1.

TheUnseenPath_'s tweet image. 15 Deep Visuals That Will Make You Think:

1.

Deep Visuals That Will Make You Think A Thread🧵🪡🪡 1.

stylyrr's tweet image. Deep Visuals That Will Make You Think

A Thread🧵🪡🪡

1.

Summary chart of deep learning neural networks

PythonPr's tweet image. Summary chart of deep learning neural networks

Dexscreener filters I use to find Hidden Gems

atlasx100's tweet image. Dexscreener filters I use to find Hidden Gems

20 DEEP VISUALS THAT WILL MAKE YOU THINK : 1.

TwoTerty_'s tweet image. 20 DEEP VISUALS THAT WILL MAKE YOU THINK :

1.

Unlike closed AI labs, DeepSeek proves they are truly open research Their OCR paper treats paragraphs as pixels and is 60x leap more efficient than traditional LLMs Small super efficient models are the future

bindureddy's tweet image. Unlike closed AI labs, DeepSeek proves they are truly open research 

Their OCR paper treats paragraphs as pixels and is  60x leap more efficient than traditional LLMs 

Small super efficient models are the future

15 Deep Visuals That Will Make You Think: 1.

DeepFlowMDL's tweet image. 15 Deep Visuals That Will Make You Think:

1.

DeepSeek finally released a new model and paper. And because this DeepSeek-OCR release is a bit different from what everyone expected, and DeepSeek releases are generally a big deal, I wanted to do a brief explainer of what it is all about. In short, they explore how vision…

rasbt's tweet image. DeepSeek finally released a new model and paper. And because this DeepSeek-OCR release is a bit different from what everyone expected, and DeepSeek releases are generally a big deal, I wanted to do a brief explainer of what it is all about.

In short, they explore how vision…

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