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- 🤖Tesla's humanoid robots coming to your home? 🏠
🤖Tesla's humanoid robots coming to your home? 🏠
Plus: Apple's AI leap and robots learning from online videos.

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AI SURVEY
🤖 Teaching Robots Thru Human Demo Videos
Researchers develop a new framework allowing robots to learn tasks from online human demonstration videos.
How framework works?
Framework enables robots to learn complex manipulation tasks from YouTube-like videos utilizing large language models to interpret and contextualize human actions in videos.
It has three main components:
Real2Sim: Track the video to replicate object motion in a simulation.
Learn@Sim: Learns the grasping points and placing points that allow robot to perform the same actions via reinforcement learning.
Sim2Real: Deployed the policy to a real dual-arm robot.
What that mean for Robotics Industry?
It shows potential for robots to acquire new skills without direct human programming, and revolutionizing how robots are trained for various tasks across industries.
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Today`s Pick
Hydrogen Tech in Cars is ready to give tough fight against EV Tech.
NVIDIA, is working on a version of new flagship AI chips, the Blackwell series, expected to be named B20, for the China market that would be compatible with present U.S. export controls. It will be distributed in China through NVIDIA`s partner inspur.
Capgemini, predicts Autonomous artificial intelligence agents that can communicate with other AI agents will arrive by 2025. These would entail a collection of agents that work together to solve tasks in a distributed and collaborative way.
Elon Musk has announced that Tesla will start using its “genuinely useful humanoid robots” (called Optimus) in-house, at the beginning of next year, and will start high-volume production, for public use, in 2026.
Apple introduces DataComp for Language Models (DCLM) project, releasing new open-source models — 7 billion parameters and 1.4 billion parameters on Hugging Face.
AI Benchmarks used to rank AI models are several years old and they are close to Meaningless lending automated systems a dubious sense of authority, says Experts.
Elon Musk`s AI company, xAI, began training on its massive new Memphis Supercluster Monday morning, with the goal to create the “world's most powerful AI” by December 2024.
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APPLE
🍎 APPLE SHOWCASES OPEN-SOURCE AI PROWESS
Apple introduces DataComp for Language Models (DCLM) project, releasing new open-source models on Hugging Face.
What`s these models mean?
The package includes two main models at the core: 7 billion parameters and 1.4 billion parameters.
Apple has entered the game! @Apple just released a 7B open-source LLM, weights, training code, and dataset! 👀
TL;DR:
🧠 7B base model, trained on 2.5T tokens on an open datasets
🌐 Primarily English data and a 2048 context window
📈 Combined DCLM-BASELINE, StarCoder, and… x.com/i/web/status/1…— Philipp Schmid (@_philschmid)
12:23 PM • Jul 19, 2024
What`s so great about it?
7B model trained on 2.5 trillion tokens, achieving 63.7% accuracy on MMLU benchmark, outperforms Mistral-7B and approaches top models like Llama 3 and Gemma. 1.4B model exceeds performance of recent models like SmolLM.
Where these models stand against other models?

How can I access?
It was released alongside the other DCLM models and are available on Hugging Face.
Why it matters: Apple's entry into open-source AI with high-performing, efficient models could accelerate AI research and development, potentially democratizing access to advanced language models.
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