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Computation is increasingly constrained by power. With each advancement in the manufacturing process, a decreasing percentage of the CPU can operate at full capacity, leading to the emergence of the term 'dark silicon'. This trend necessitates techniques that utilize chip area to optimize power efficiency through specialized accelerators. The presentation will outline key concepts that led to the dark silicon such as Moore’s law and breakdown of Dennard scaling, followed by an overview of current and upcoming CPU accelerators. The focus will then shift to vector units and the specifics of vector programming. Attendees will be introduced to registers, a range of vector operations, and methods to develop branchless algorithms such as sorting networks. The session will conclude with an overview of the new Java Vector API and how it was already picked up by projects to do AI inference (Llama 2) and vector search (AstraDB and Cassandra).

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Nearly a decade ago, a small group of menders (and one maker) found community with each other at a conference and Legacy Code Rocks was born. Since then, the Legacy Code Rocks community has grown to over 1000 people, 150 podcast episodes, a weekly meetup and of course, MenderCon. In this talk, Andrea Goulet, the maker who kindled the spark, will take us back to those early days and reflect on how the bedrock of the Legacy Code Rocks community has always been creating a sense of belonging. Compassion and empathy are at the core of being a mender. Mending is caring deeply, seeing potential, and being willing to work through the frustration of making things better one small step at a time. This commitment to helping others feel seen instead of shame is why the Legacy Code Rocks community is so special — and it’s exactly why having the heart of the mender is what our world needs now more than ever.

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Workshop 1. Architecting Innovative Graph Applications Join this hands-on workshop for beginners led by Neo4j experts guiding you to systematically uncover contextual intelligence. Using a real-life dataset we will build step-by-step a graph solution; from building the graph data model to running queries and data visualization. The approach will be applicable across multiple use cases and industries.

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In his book, The Nature of the Physical World, Sir Arthur Eddington commented that “We have to appeal to the one outstanding law — the second law of thermodynamics — to put some sense into the world.” This sense-making goes beyond the physical world, too. Entropy is also essential in the fields of information and communication theory. During this lecture for the Princeton Plasma Physics Laboratory, lecturer Andrea Goulet discussed the application of entropy-related concepts in two communication systems: software and collaborative teams. She examined how concepts that help us understand systemic statistical disorder, such as ergodic systems, Lyapunov exponents, Kolmogorov-Sinai entropy, and Shannon-entropy can help us optimize for both software quality and innovation. She also provided several domain-specific models: Lehman’s Laws and Conway’s Law for software, as well as new models from her own research that relate to entropy and innovation. Entropy helps us understand the world and achieve great things. There is an underlying beauty in its principles that we can use to advance scientific discovery. When we understand the subtleties related to balancing surprise and structure, we increase our chances for effective collaboration and finding novel solutions to complex problems.

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Modern binary build systems - PyCon 2024

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Alluxio Monthly Webinar May. 14, 2024 For more Alluxio Events: https://www.alluxio.io/events/ Speaker: - ChanChan Mao (Developer Advocate, Alluxio) - Bin Fan (VP of Technology, Alluxio) Running AI/ML workloads in different clouds present unique challenges. The key to a manageable multi-cloud architecture is the ability to seamlessly access data across environments with high performance and low cost. This webinar is designed for data platform engineers, data infra engineers, data engineers, and ML engineers who work with multiple data sources in hybrid or multi-cloud environments. Chanchan and Bin will guide the audience through using Alluxio to greatly simplify data access and make model training and serving more efficient in these environments. You will learn: - How to access data in multi-region, hybrid, and multi-cloud like accessing a local file system - How to run PyTorch to read datasets and write checkpoints to remote storage with Alluxio as the distributed data access layer - Real-world examples and insights from tech giants like Uber, AliPay and more

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Remaining informed about evolving trends is crucial for both businesses and developers in the dynamic field of web development. The year 2024 heralds groundbreaking advancements poised to revolutionize website construction and interaction. From progressive web apps and voice search optimization to prioritizing accessibility and cybersecurity, staying attuned to these trends is imperative. In this blog, we delve deeper into the pivotal trends shaping the future of web development in the upcoming year.

The Evolution of Web App Testing_ An Ultimate Guide to Future Trends.pdf

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These are the slides of my OpenSIPS Summit 2024 presentation about automating your test calls. It dives into why automated call testing is crucial, how to integrate it into your CI/CD pipeline and how to extend testing of single calls into load testing and testing of other protocols. The presentation also provides details how open source components such as sipp, asterisk and rtpengine are used to implement agents to generate test calls for SIP, Fax and WebRTC at scale.

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