Archives de catégorie : Non classé

Seat of Knowledge: AI Systems with Deeply Structured Knowledge

This blog will outline the third class in this classification and its promising role in supporting machine understanding, context-based decision making, and other aspects of higher machine intelligence.

Publié dans Non classé | Laisser un commentaire

On the Geometry of Generalization and Memorization in Deep Neural Networks

Our latest work, presented recently at the 2021 International Conference on Learning Representations (ICLR), forces a deep network to memorize some of the training examples by randomly changing their labels.

Publié dans Non classé | Laisser un commentaire

Best Practices for Text Classification with Distillation (Part 1/4) – How to achieve BERT results by

Model distillation is a powerful pruning technique, and in many use cases, it yields significant speedup and memory size reduction.

Publié dans Non classé | Laisser un commentaire

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.

Publié dans Non classé | Laisser un commentaire

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.

Publié dans Non classé | Laisser un commentaire

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. 

Publié dans Non classé | Laisser un commentaire

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.

Publié dans Non classé | Laisser un commentaire

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

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

Publié dans Non classé | Laisser un commentaire

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.

Publié dans Non classé | Laisser un commentaire

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

Installation Now Made Easier

Publié dans Non classé | Laisser un commentaire