Learning to Optimize Memory Allocation on Hardware using Reinforcement Learning

We describe a scalable framework that combines Deep RL with genetic algorithms to search in extremely large combinatorial spaces to solve a critical memory allocation problem in hardware.

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Best Practices for Text Classification with Distillation (Part 2/4) – Challenging Use Cases

In this blog, I intend to explore this method further and investigate other test classification datasets and sub-tasks in an effort to duplicate these results.

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Bring your own dataset and retrain a TensorFlow model with OpenVINO™ toolkit

Machine learning requires us to have existing data — not the data our application will use when we run it, but data to learn from. 

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Enabling AI Everywhere by Accelerating the Open AI Software Ecosystem

Wei Li, Intel’s VP/GM AI & Analytics, discusses enabling an open AI ecosystem through Intel’s partnerships with Google, HuggingFace, and Accenture at the AI Summit in London.

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Enhance Artificial Intelligence (AI) Workloads with Built-in Accelerators

Intel DL Boost brings accelerated performance without the need for a discrete add-on accelerator.

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Hybrid AI Inferencing managed with Microsoft Azure Arc-Enabled Kubernetes

Azure Arc-Enabled Kubernetes enables centralized management of heterogenous and geographically separate Kubernetes clusters from Azure public cloud.

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OpenVINO™ Toolkit Execution Provider for ONNX Runtime — Installation Now Made Easier

Installation Now Made Easier

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Intel Labs Accelerates Single-cell RNA-Seq Analysis

On a single instance of n2-highcpu-64 on GCP, the whole pipeline finishes in just 459 seconds (7.65 mins). This is nearly 40 times faster than the 5-hour CPU baseline that we started with. This is also nearly 1.5 times faster than Nvidia A100 performance.

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Women’s History Month: Meet the Women Innovating New Technologies at Intel Labs

Women researchers at Intel Labs are working on new technology every day. In honor of Women’s History Month, we would like to highlight their innovative work. Through their contribution of novel ideas, problem-solving skills, and collaborative team efforts, Intel Labs continues to build tomorrow’s technology today.

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Learning Challenges Multitasking in the Human Brain and Artificial Neural Networks

The ability to learn tasks in a way that multiple ones can be performed simultaneously challenges both people and artificial neural networks.

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