Tag: deep learning
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AWS News Blog: Amazon FSx for Lustre increases throughput to GPU instances by up to 12x
Source URL: https://aws.amazon.com/blogs/aws/amazon-fsx-for-lustre-unlocks-full-network-bandwidth-and-gpu-performance/ Source: AWS News Blog Title: Amazon FSx for Lustre increases throughput to GPU instances by up to 12x Feedly Summary: Amazon FSx for Lustre now features Elastic Fabric Adapter and NVIDIA GPUDirect Storage for up to 12x higher throughput to GPUs, unlocking new possibilities in deep learning, autonomous vehicles, and HPC workloads.…
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Hacker News: A Deep Dive into DDPMs
Source URL: https://magic-with-latents.github.io/latent/posts/ddpms/part3/ Source: Hacker News Title: A Deep Dive into DDPMs Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text delves into the mathematical and algorithmic underpinnings of Diffusion Models (DDPMs) for generating images, focusing on the forward and reverse processes involved in sampling from the distributions. It highlights both the complications…
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Hacker News: Bayesian Neural Networks
Source URL: https://www.cs.toronto.edu/~duvenaud/distill_bayes_net/public/ Source: Hacker News Title: Bayesian Neural Networks Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses Bayesian Neural Networks (BNNs) and their ability to mitigate overfitting and provide uncertainty estimates in predictions. It contrasts standard neural networks, which are flexible yet prone to overfitting, with BNNs that utilize Bayesian…
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Hacker News: AlphaQubit: AI to identify errors in Quantum Computers
Source URL: https://blog.google/technology/google-deepmind/alphaqubit-quantum-error-correction/ Source: Hacker News Title: AlphaQubit: AI to identify errors in Quantum Computers Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the introduction of AlphaQubit, an AI-based decoder developed by Google DeepMind and Google Quantum AI to improve the reliability of quantum computing by accurately identifying and correcting errors.…
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Hacker News: Between the Booms: AI in Winter – Communications of the ACM
Source URL: https://cacm.acm.org/opinion/between-the-booms-ai-in-winter/ Source: Hacker News Title: Between the Booms: AI in Winter – Communications of the ACM Feedly Summary: Comments AI Summary and Description: Yes Summary: The text critiques the popular perception of artificial intelligence (AI) and traces its historical evolution, emphasizing the shift from symbolic AI to statistical methods and neural networks. It…
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Hacker News: LLMs have indeed reached a point of diminishing returns
Source URL: https://garymarcus.substack.com/p/confirmed-llms-have-indeed-reached Source: Hacker News Title: LLMs have indeed reached a point of diminishing returns Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the limitations and diminishing returns of scaling in AI, particularly in deep learning and large language models (LLMs). It highlights a growing recognition within the industry of…
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Hacker News: Why the deep learning boom caught almost everyone by surprise
Source URL: https://www.understandingai.org/p/why-the-deep-learning-boom-caught Source: Hacker News Title: Why the deep learning boom caught almost everyone by surprise Feedly Summary: Comments AI Summary and Description: Yes Summary: The text chronicles the pivotal moments and contributions surrounding the development of neural networks, specifically highlighting the significance of the ImageNet dataset, created by Fei-Fei Li. It outlines how…
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Hacker News: What Every Developer Should Know About GPU Computing (2023)
Source URL: https://blog.codingconfessions.com/p/gpu-computing Source: Hacker News Title: What Every Developer Should Know About GPU Computing (2023) Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text provides an in-depth exploration of GPU architecture and programming, emphasizing their importance in deep learning. It contrasts GPUs with CPUs, outlining the strengths and weaknesses of each. Key…
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Cloud Blog: PyTorch/XLA 2.5: vLLM support and an improved developer experience
Source URL: https://cloud.google.com/blog/products/ai-machine-learning/whats-new-with-pytorchxla-2-5/ Source: Cloud Blog Title: PyTorch/XLA 2.5: vLLM support and an improved developer experience Feedly Summary: Machine learning engineers are bullish on PyTorch/XLA, a Python package that uses the XLA deep learning compiler to connect the PyTorch deep learning framework and Cloud TPUs. And now, PyTorch/XLA 2.5 is here, along with a set…
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Hacker News: Why Are ML Compilers So Hard? « Pete Warden’s Blog
Source URL: https://petewarden.com/2021/12/24/why-are-ml-compilers-so-hard/ Source: Hacker News Title: Why Are ML Compilers So Hard? « Pete Warden’s Blog Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the complexities and challenges faced by machine learning (ML) compiler writers, specifically relating to the transition from experimentation in ML frameworks like TensorFlow and PyTorch to…