At the 2024 @EmbVisionSummit
, we showcased our #tsunAImi AI accelerator cards powered by our flagship #runAI ICs. See how our real-time #deeplearning solutions enable precise #smartcity applications like crosswalk analysis for smarter, safer communities.
MACHINE LEARNING
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AI Accelerator Cards Enable Real-Time Deep Learning Smart City Solutions
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Meta Launches Llama 3.2 with Lightweight and Multimodal Models
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Llama 3.2 by Meta is here Lightweight models + multimodal large language models that see, reason, and understand Model Size:
•Lightweight: 1B and 3B
•Multimodal: 11B and 90B Outperforms most open and closed multimodal models on industry benchmarks! Takes Llama -

Llama 3.2: Lightweight Models for Edge Devices and Vision
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Introducing Llama 3.2: Lightweight models for edge devices, vision models and more! What’s new?
• Llama 3.2 1B & 3B models deliver state-of-the-art capabilities for their class for several on-device use cases — with support for @Arm
, @MediaTek & @Qualcomm on day one.
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LLMs Master Step-by-Step Reasoning for Complex Problem Solving
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LLMs now have step-by-step reasoning! Smaller models like Llama-70B and Smaug can tackle complex problems by breaking them down. This is only the beginning – they will be able to handle even more complicated tasks with ease! pic.twitter.com/bhJ6HHA4Ak
— Abacus.AI (@abacusai) 25 septembre 2024LLMs now have step-by-step reasoning! Smaller models like Llama-70B and Smaug can tackle complex problems by breaking them down. This is only the beginning – they will be able to handle even more complicated tasks with ease!
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NVLM Paper Reveals Dataset Quality Matters More Than Scale
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The NVLM paper is outstanding. It is full of remarkable findings: (1) "dataset quality and task diversity are more important than scale", (2) positive transfer from multimodal datasets to text-only on math benchmarks, (3) model and data ablations, etc. Congrats to the authors on
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OmniBench: Universal Omni-Language Models Research
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Hacker News for AI research papers OmniBench: Towards The Future of Universal Omni-Language Models hot right now
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Understanding Attention: K and V matrices, masking, and -inf for softmax
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This is a must-watch to understand how attention works! Great visualization, explaining:
– Why the K and V matrix, what do they represent?
– Why mask the lower left part of the KV product?
– Why apply -inf to the lower left part of the KV product before softmax rather than just -

MathWorks STMicroelectronics Framework Streamlines TinyML Development
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Advancing Edge AI and TinyML Development! Read how MathWorks and STMicroelectronics developed a framework that uses @MATLAB to streamline TinyML application development on resource-constrained devices https://
spr.ly/6015oWR1c -
IBM and NASA release open-source AI model for weather climate
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Read the announcement post https://
newsroom.ibm.com/2024-09-23-ibm
-and-nasa-release-open-source-ai-model-on-hugging-face-for-weather-and-climate-applications
… Model on the Hub https://
huggingface.co/Prithvi-WxC -

First Foundation Weather Model Prithvi WxC Enables Life-Saving Predictions
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> The first ever Foundation weather model: Prithvi WxC enables life-saving weather predictions! Hurricane Katrina killed hundreds of people as it made landfall on New Orleans in 2005 – many of these deaths could have been avoided if alerts had been given one day earlier.