Eureka! Research Breakthrough Puts New Spin on AI Learning
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Eureka! Research Breakthrough Puts New Spin on AI Learning
3 AI tools you can use now for your business
How AI May Change Entrepreneurship
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Eureka! NVIDIA Research Breakthrough Puts New Spin on AI Learning
AI agent uses LLMs(Large Language Models) to automatically generate reward algorithms to train robots to accomplish complex tasks.
A new AI agent developed by NVIDIA Research that can teach robots complex skills has trained a robotic hand to perform rapid pen-spinning tricks — for the first time as well as a human can. Eureka has also taught robots to open drawers and cabinets, toss and catch balls, and manipulate scissors, among other tasks.
“Reinforcement learning has enabled impressive wins over the last decade, yet many challenges still exist, such as reward design, which remains a trial-and-error process,” said Anima Anandkumar, senior director of AI research at NVIDIA and an author of the Eureka paper. “Eureka is a first step toward developing new algorithms that integrate generative and reinforcement learning methods to solve hard tasks.”
The AI agent taps the GPT-4 LLM and generative AI to write software code that rewards robots for reinforcement learning. It doesn’t require task-specific prompting or predefined reward templates — and readily incorporates human feedback to modify its rewards for results more accurately aligned with a developer’s vision…
-to see Extreme Robot Dexterity, Angie Lee of NVIDIA
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How AI May Change Entrepreneurship
From coming up with an idea to creating a marketing plan, artificial intelligence adds a whole new element to starting a business. Artificial intelligence is about to change how entrepreneurs start companies—and the odds of making them successful.
Systems such as OpenAI’s ChatGPT, Microsoft’s Bing and Google’s Bard can assist in almost every step of devising a startup, from coming up with an idea and testing it to performing consumer research and creating a marketing plan. They do those jobs faster and more efficiently than an individual could, and in ways that a human isn’t capable of carrying out.
For instance, an entrepreneur could ask an AI system to identify problems consumers face in using certain products or services, and then have it suggest solutions, says Ethan Mollick, an associate professor who teaches innovation and entrepreneurship at the University of Pennsylvania’s Wharton School. The entrepreneur could add limiting factors, such as the cost of each proposed solution. The system may come up with dozens of ideas and variations that an entrepreneur may not have considered, Mollick says…
-by Bart Ziegler, Wall Street Journal
SBalley Team, Cheers!