​​Come Build the Future with Labs by Neural Magic

Architect and deploy better machine learning solutions with industry experts Today, Neural Magic is debuting a new offering that allows you to deliver best-in-class ML solutions leveraging the same engineering talent behind our DeepSparse Engine. Labs by Neural Magic empowers organizations to define (or refine) their AI/ML best practices. Teams will develop their methodology, success… Read More ​​Come Build the Future with Labs by Neural Magic

Deploy Sparse DistilBERT with the DeepSparse Engine on AWS SageMaker for a 7x Increase in Performance

You can now automate the deployment of a sparse transformer model with an Amazon SageMaker endpoint. At Neural Magic, we have simplified the arduous task of infrastructure build (often requiring several steps to complete) by distilling it down to a single CLI command. This post describes the ease of building your personal SageMaker inference endpoint… Read More Deploy Sparse DistilBERT with the DeepSparse Engine on AWS SageMaker for a 7x Increase in Performance

Neural Magic at CVPR 2022

Are you heading to CVPR 2022 in New Orleans this June 19-23? So are we! And we’d love to meet you. Stop by booth #1223 and say hello. Who is Neural Magic? Passionate leaders with deep engineering backgrounds, Neural Magic has developed a sparsity-aware inference engine and open-source tools for maximizing the sparsity of neural… Read More Neural Magic at CVPR 2022

oBERT: Compound Sparsification Delivers Faster Accurate Models for NLP

GPU-Level Latency on CPUs With 10x Smaller Models using oBERT + DeepSparse The modern world is made up of constant communication happening through text. Think messaging apps, social networks, documentation and collaboration tools, or books. This communication generates enormous amounts of actionable data for companies that wish to use it to improve their users’ experiences.… Read More oBERT: Compound Sparsification Delivers Faster Accurate Models for NLP

Neural Magic Joins MLCommons to Help Accelerate ML Innovation Through Transparency and Open Source

Neural Magic Joins MLCommons  Through research, benchmarks, and best practices, Neural Magic is committed to open standards that will guide machine learning (ML) along the path from a research field to a mature industry. In February of 2021, we open-sourced our model sparsification libraries and made our sparsity-aware inference engine freely available for community use.… Read More Neural Magic Joins MLCommons to Help Accelerate ML Innovation Through Transparency and Open Source

Video: Azure, AMD, and Neural Magic Raise the Bar for High-Performance Computing

Microsoft, AMD, and Neural Magic are raising the bar for high-performance computing. With a combination of HBv3 virtual machines and our sparsity-aware inference engine, we are able to run deep learning workloads on CPUs at speeds previously reserved only for GPUs. For example, together we deliver 5x inference speedup for BERT NLP models over other… Read More Video: Azure, AMD, and Neural Magic Raise the Bar for High-Performance Computing

Increasing Inference Performance with Sparsity and AMD Milan-X

In alignment with AMD's latest launch, Neural Magic is pushing CPU-based neural network execution to new heights. Using only software and SOTA sparsification research, Neural Magic achieves a 3x relative speedup of inference performance for sparse BERT NLP and ResNet-50 image classification models, with a nearly 20-25% boost attributed to the L3 cache increase from… Read More Increasing Inference Performance with Sparsity and AMD Milan-X

Neural Magic CE 0.7, 0.8, and 0.9 Product Releases

The full technical release notes are always found within our GitHub release indexes linked from our Docs website or the specific Neural Magic repository. SparseZoo The latest additions to sparsezoo.neuralmagic.com! Sparse BERT mask language modeling models with example recipes for transferring to other downstream datasets  Pruned-Quantized BERT models on SQuAD (Question Answering)  YOLACT - for image segmentation  DeepSparse Engine Optimization… Read More Neural Magic CE 0.7, 0.8, and 0.9 Product Releases

Sparsify Hugging Face BERT for Better CPU Performance & Smaller File Size

Get Started: Sparsify Hugging Face BERT Using Your Data Check out our previous blog post to learn about compound sparsification and how it enables faster and smaller BERT models: Pruning Hugging Face BERT: Using Compound Sparsification for Faster CPU Inference with Better Accuracy. Ready to sparsify Hugging Face BERT? You can replicate the performance and… Read More Sparsify Hugging Face BERT for Better CPU Performance & Smaller File Size

Neural Magic Announces $30 Million Series A Funding Led by NEA

Neural Magic, the AI company building a software platform for deep learning inference, today announced a $30 million Series A funding round led by existing investor NEA with participation from Andreessen Horowitz, Amdocs, Comcast Ventures, Pillar VC, and Ridgeline Ventures. This financing brings the company’s total amount raised to $50 million. The new capital will… Read More Neural Magic Announces $30 Million Series A Funding Led by NEA