ContentsWhat is synthetic data?Why is it useful?What happens if we run out of data?Synthetic data beyond LLMsImbalanced datasetsHow can we generate synthetic data?Variational Autoencoders What is synthetic data? Data created by a computer intended to replicate or augment existing data. Why is it useful? We have all experienced the success of ChatGPT, Llama, and more …

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Impact Published 14 June 2023 Authors Our AI research is making Google Cloud solutions faster, simpler, and more efficient Google Cloud empowers organizations to digitally transform themselves into smarter businesses. It offers cloud computing, data analytics, and the latest artificial intelligence (AI) and machine learning tools. Using our AI research, we’re making these solutions better …

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The article was written by Guanao Yan, Ph.D. student of Statistics and Data Science at UCLA. Guanao is the first author of the Nature Communications review article [1]. Spatially resolved transcriptomics (SRT) is revolutionizing Genomics by enabling the high-throughput measurement of gene expression while preserving spatial context. Unlike single-cell RNA sequencing (scRNA-seq), which captures transcriptomes …

Unraveling Spatially Variable Genes: A Statistical Perspective on Spatial Transcriptomics Read More »

It’s all about using our technology and research to help enrich people’s lives. Like YouTube — and its mission to give everyone a voice and show them the world. Our work with YouTube’s product and engineering teams has helped optimize decision-making processes, increase safety and engagement, and enhance the experience for all kinds of users. …

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The customer support teams were drowning with the overwhelming volume of customer inquiries at every company I’ve worked at. Have you had similar experiences? What if I told you that you could use AI to automatically identify, categorize, and even resolve the most common issues? By fine-tuning a transformer model like BERT, you can build …

How to Fine-Tune DistilBERT for Emotion Classification Read More »

Research Published 20 June 2023 Authors The RoboCat team New foundation agent learns to operate different robotic arms, solves tasks from as few as 100 demonstrations, and improves from self-generated data. Robots are quickly becoming part of our everyday lives, but they’re often only programmed to perform specific tasks well. While harnessing recent advances in …

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