Collaborative Machine Learning Model Building with Families Using Co-ML

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Existing novice-friendly machine learning (ML) modeling tools center around a solo user experience, where a single user collects only their own data to build a model. However, solo modeling experiences limit valuable opportunities for encountering alternative ideas and approaches that can arise when learners work together; consequently, it often precludes encountering critical issues in ML …

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IndoorSim-to-OutdoorReal: Learning to navigate outdoors without any outdoor experience

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Posted by Joanne Truong, Student Researcher, and Wenhao Yu, Research Scientist, Robotics at Google Teaching mobile robots to navigate in complex outdoor environments is critical to real-world applications, such as delivery or search and rescue. However, this is also a challenging problem as the robot needs to perceive its surroundings, and then explore to identify …

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Quickly build high-accuracy Generative AI applications on enterprise data using Amazon Kendra, LangChain, and large language models

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Generative AI (GenAI) and large language models (LLMs), such as those available soon via Amazon Bedrock and Amazon Titan are transforming the way developers and enterprises are able to solve traditionally complex challenges related to natural language processing and understanding. Some of the benefits offered by LLMs include the ability to create more capable and …

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Webinar Recap | Understanding the Difference Between Generative AI Marketing Solutions

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Gartner predicts that by 2025, 30% of outbound marketing messages will be synthetically generated—up from only 2% in 2022. That’s just one data point highlighting the explosive growth in Generative AI marketing solutions. There’s a variety of providers looking to take advantage of this rapidly growing market. Many of them talk about their AI products …

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Activation Functions in PyTorch

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Last Updated on May 3, 2023 As neural networks become increasingly popular in the field of machine learning, it is important to understand the role that activation functions play in their implementation. In this article, you’ll explore the concept of activation functions that are applied to the output of each neuron in a neural network …

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Don’t pause AI development, prioritize ethics instead

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The introduction of generative AI systems into the public domain exposed people all over the world to new technological possibilities, implications, and even consequences many had yet to consider. Thanks to systems like ChatGPT, just about anyone can now use advanced AI models that are not only capable of detecting patterns, honing data, and making …

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Hosting ML Models on Amazon SageMaker using Triton: XGBoost, LightGBM, and Treelite Models

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One of the most popular models available today is XGBoost. With the ability to solve various problems such as classification and regression, XGBoost has become a popular option that also falls into the category of tree-based models. In this post, we dive deep to see how Amazon SageMaker can serve these models using NVIDIA Triton …

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