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In many domains that involve machine learning, a widely successful paradigm for learning task-specific models is to first pre-train a general-purpose model from an existing diverse prior dataset and then adapt the model with a small addition of task-specific data. This paradigm…
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Following another vehicle is the most common and basic driving activity. Following other cars safely lessens collisions and makes traffic flow more predictable. When drivers follow other vehicles on the road, the appropriate car-following model represents this behavior mathematically or computationally.
The…
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Workplaces and tech worldwide have dealt with the new normal before in different iterations. Each global crisis requires jobs and office cultures to shift and adapt to each unique event. Humanity has received its fair share of troubles in the last decade, forcing HR departments to see their industries with new perspectives. How will…
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Dear AI Innovators, Exciting news! Our highly anticipated Flash Sale is now live, offering you an exclusive opportunity to unlock your AI potential like never before. Don’t miss out on this limited-time offer to supercharge your AI skills and take your development journey to new heights! Here’s why you should dive right in: Enhance…
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In most companies, the accounts payable team is responsible for sending payments to vendors, customers, and other business partners. Opposite the AP team, the accounts receivable team is in charge of collecting outstanding payments from customers and business partners. These transactions – both incoming and outgoing payments – determine whether or not a business…
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The onset of Graphical Processing Units (GPUs), and the exponential computing power they unlock, has been a watershed moment for startups and enterprise businesses alike.Â
GPUs provide impressive computational power to perform complex tasks that involve technology such as AI, machine learning, and 3D rendering.Â
However, when it…
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When LLMs are used to evaluate qualities like the correctness, accuracy, or relevance of a piece of text, consistency is paramount. If an LLM exhibits inconsistent judgements, then its evaluations become unreliable and untrustworthy. If an LLM evaluates the reasoning quality of arguments, but contradicts itself by rating an invalid argument as more logically…
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Training robots to perform various manipulation behaviors has been made possible by imitation learning from human demonstrations. One popular method involves having human operators teleoperate with robot arms through various control interfaces, producing multiple demonstrations of robots performing different manipulation tasks, and…
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Robots are great specialists, but poor generalists. Typically, you have to train a model for each task, robot, and environment. Changing a single variable often requires starting from scratch. But what if we could combine the knowledge across robotics and create a way to train a general-purpose robot?
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