Flipboard

NOVEMBER 12, 2024

Inference speed is a hot topic right now as companies rush to fine-tune and build their own AI models. Conversations around test-time compute are …

Inference Engine 132

Inference Engine AI AI AI Modeling 132

Marktechpost

FEBRUARY 26, 2024

Fiddler’s design showcases a significant technical innovation in AI model deployment. By ingeniously utilizing CPU and GPU for model inference, Fiddler overcomes the prevalent challenges faced by traditional deployment methods, offering a scalable solution that enhances the accessibility of advanced MoE models.

Inference Engine 131

Inference Engine Artificial Intelligence Artificial Intelligence AI Modeling 131

Unite.AI

NOVEMBER 25, 2024

As AI engineers, crafting clean, efficient, and maintainable code is critical, especially when building complex systems. For AI and large language model (LLM) engineers , design patterns help build robust, scalable, and maintainable systems that handle complex workflows efficiently. Strategy, Observer) 1. GPU memory ).

Python 144

Python LLM AI Engineer AI 144

Flipboard

AUGUST 24, 2023

Modular Inc., the creator of a programming language optimized for developing artificial intelligence software, has raised $100 million in fresh funding.General Catalyst led the investment, which w

Inference Engine 122

Inference Engine Artificial Intelligence Artificial Intelligence AI 122

Pickl AI

APRIL 21, 2025

Summary: Forward and backward reasoning in AI are crucial for logical inference and problem-solving. Both methods improve AI decision-making by enhancing logical deduction and inference capabilities. Introduction Artificial Intelligence (AI) often seems like magic.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Inference Engine Neural Network 52

Unite.AI

DECEMBER 3, 2024

Within a month, he made the decision to pivot toward AI cloud infrastructure. AI’s rapid development and the wave of new business opportunities it brings are either impossible to foresee or hard to describe. Can you tell us about GMI Cloud’s mission to simplify AI infrastructure and why this focus is so crucial in today’s market?

Inference Engine 157

Inference Engine Automation Artificial Intelligence Artificial Intelligence 157

Marktechpost

OCTOBER 31, 2024

Run AI recently announced an open-source solution to tackle this very problem: Run AI: Model Streamer. This tool aims to drastically cut down the time it takes to load inference models, helping the AI community overcome one of its most notorious technical hurdles. seconds, whereas Run Model Streamer can do it in just 4.88

Data Scientist 80

Data Scientist Inference Engine Machine Learning AI Modeling 80

Marktechpost

FEBRUARY 21, 2025

SGLang is an open-source inference engine designed by the SGLang team to address these challenges. It optimizes CPU and GPU resources during inference, achieving significantly higher throughput than many competitive solutions. Also,feel free to follow us on Twitter and dont forget to join our 75k+ ML SubReddit.

Inference Engine 84

Inference Engine LLM Large Language Models Metadata 84

AWS Machine Learning Blog

NOVEMBER 26, 2024

The use of large language models (LLMs) and generative AI has exploded over the last year. Using vLLM on AWS Trainium and Inferentia makes it possible to host LLMs for high performance inference and scalability. 1B", "prompt": "What is Gen AI?", "temperature":0, "max_tokens": 128}' | jq '.choices[0].text' 1B is running.

LLM 106

LLM AI AI Artificial Intelligence 106

Marktechpost

FEBRUARY 26, 2025

Modern AI systems rely on vast datasets of token trillions to improve their accuracy and efficiency. Researchers at the Allen Institute for AI introduced olmOCR , an open-source Python toolkit designed to efficiently convert PDFs into structured plain text while preserving logical reading order.

Metadata 82

Metadata Inference Engine Deep Learning AI 82

AWS Machine Learning Blog

DECEMBER 2, 2024

Today at AWS re:Invent 2024, we are excited to announce the new Container Caching capability in Amazon SageMaker, which significantly reduces the time required to scale generative AI models for inference. In our tests, we’ve seen substantial improvements in scaling times for generative AI model endpoints across various frameworks.

Generative AI 109

Generative AI Machine Learning Large Language Models ML Engineer 109

Unite.AI

SEPTEMBER 24, 2024

Artificial Intelligence (AI) has moved from a futuristic idea to a powerful force changing industries worldwide. AI-driven solutions are transforming how businesses operate in sectors like healthcare, finance, manufacturing, and retail. However, scaling AI across an organization takes work.

Inference Engine 157

Inference Engine Large Language Models AI AI 157

Marktechpost

JULY 20, 2024

Together AI has unveiled a groundbreaking advancement in AI inference with its new inference stack. This stack, which boasts a decoding throughput four times faster than the open-source vLLM, surpasses leading commercial solutions like Amazon Bedrock, Azure AI, Fireworks, and Octo AI by 1.3x

Generative AI 109

Generative AI Inference Engine AI AI 109

Marktechpost

OCTOBER 27, 2024

By providing tools to enhance both code writing and documentation, Meta’s NotebookLlama supports a community-driven model that emphasizes transparency, openness, and flexibility—qualities often lacking in proprietary AI-driven software. Conclusion Meta’s NotebookLlama is a significant step forward in the world of open-source AI tools.

Inference Engine 139

Inference Engine Large Language Models Software Development Data Analysis 139

Unite.AI

JULY 18, 2024

AI hardware is growing quickly, with processing units like CPUs, GPUs, TPUs, and NPUs, each designed for specific computing needs. This variety fuels innovation but also brings challenges when deploying AI across different systems. As AI processing units become more varied, finding effective deployment strategies is crucial.

Neural Network 157

Neural Network AI Modeling AI AI 157

Marktechpost

OCTOBER 16, 2024

High-performance AI models that can run at the edge and on personal devices are needed to overcome the limitations of existing large-scale models. Introducing Ministral 3B and Ministral 8B Mistral AI recently unveiled two groundbreaking models aimed at transforming on-device and edge AI capabilities—Ministral 3B and Ministral 8B.

Natural Language Processing 120

Natural Language Processing Inference Engine AI AI 120

Marktechpost

MAY 23, 2024

OpenRLHF leverages two key technologies: Ray, the Distributed Task Scheduler, and vLLM, the Distributed Inference Engine. Don’t Forget to join our 42k+ ML SubReddit The post OpenRLHF: An Open-Source AI Framework Enabling Efficient Reinforcement Learning from Human Feedback RLHF Scaling appeared first on MarkTechPost.

Inference Engine 132

Inference Engine LLM Artificial Intelligence Artificial Intelligence 132

Marktechpost

AUGUST 5, 2024

Additionally, many of these search engines are not open-source, limiting the ability for broader community involvement and innovation. Introducing OpenPerPlex OpenPerPlex is an open-source AI-powered search engine designed to tackle these challenges head-on. OpenPerPlex’s effectiveness is driven by its robust tech stack.

Inference Engine 113

Inference Engine Machine Learning AI AI 113

NVIDIA

JUNE 12, 2024

Editor’s note: This post is part of the AI Decoded series , which demystifies AI by making the technology more accessible, and showcases new hardware, software, tools and accelerations for RTX PC users. The era of the AI PC is here, and it’s powered by NVIDIA RTX and GeForce RTX technologies. Tokens are the output of the LLM.

LLM 134

LLM Generative AI AI AI 134

NVIDIA

JULY 23, 2024

Businesses seeking to harness the power of AI need customized models tailored to their specific industry needs. NVIDIA AI Foundry is a service that enables enterprises to use data, accelerated computing and software tools to create and deploy custom models that can supercharge their generative AI initiatives.

Generative AI 138

Generative AI AI Modeling AI AI 138

Marktechpost

SEPTEMBER 6, 2024

The integration with Google search through a specialized API enhances the breadth of information available, while a powerful inference engine ensures efficient processing. In conclusion, OpenPerPlex represents a significant advancement in AI-powered search engines by addressing key limitations of traditional systems.

Inference Engine 109

Inference Engine Algorithm AI AI 109

Marktechpost

AUGUST 2, 2024

The Role of AI in Medicine: AI simulates human intelligence in machines and has significant applications in medicine. AI processes large datasets to identify patterns and build adaptive models, particularly in deep learning for medical image analysis, such as X-rays and MRIs.

Artificial Intelligence 122

Artificial Intelligence Artificial Intelligence Robotics Deep Learning 122

Marktechpost

OCTOBER 21, 2024

With the release of LayerSkip, the research community now has access to a practical and effective tool for optimizing LLM inference, potentially paving the way for more accessible AI deployment in real-world applications. Check out the Paper , Model Series on Hugging Face , and GitHub. Don’t Forget to join our 50k+ ML SubReddit.

Large Language Models 113

Large Language Models Inference Engine AI AI 113

NVIDIA

APRIL 9, 2024

NVIDIA and Google Cloud have announced a new collaboration to help startups around the world accelerate the creation of generative AI applications and services. Startups in particular are constrained by the high costs associated with AI investments.

AI Developer 142

AI Developer AI Development Generative AI Inference Engine 142

Marktechpost

OCTOBER 25, 2024

Modern AI models excel in text generation, image understanding, and even creating visual content, but speech—the primary medium of human communication—presents unique hurdles. Zhipu AI recently released GLM-4-Voice, an open-source end-to-end speech large language model designed to address these limitations.

Large Language Models 125

Large Language Models Inference Engine Artificial Intelligence Artificial Intelligence 125

Unite.AI

JANUARY 17, 2024

Due to their exceptional content creation capabilities, Generative Large Language Models are now at the forefront of the AI revolution, with ongoing efforts to enhance their generative abilities. Moreover, to operate smoothly, generative AI models rely on thousands of GPUs, leading to significant operational costs. Let's begin.

Large Language Models 130

Large Language Models Inference Engine LLM Natural Language Processing 130

Marktechpost

OCTOBER 15, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post MEGA-Bench: A Comprehensive AI Benchmark that Scales Multimodal Evaluation to Over 500 Real-World Tasks at a Manageable Inference Cost appeared first on MarkTechPost.

Inference Engine 130

Inference Engine AI AI ML 130

Marktechpost

OCTOBER 16, 2024

Current generative AI models face challenges related to robustness, accuracy, efficiency, cost, and handling nuanced human-like responses. There is a need for more scalable and efficient solutions that can deliver precise outputs while being practical for diverse AI applications. Check out the Models here.

Large Language Models 113

Large Language Models Inference Engine Generative AI AI 113

Marktechpost

OCTOBER 21, 2024

Artificial intelligence is advancing rapidly, but enterprises face many obstacles when trying to leverage AI effectively. Traditional AI models often struggle with delivering such tailored performance, requiring businesses to make a trade-off between customization and general applicability. IBM has officially released Granite 3.0

AI Modeling 117

AI Modeling Large Language Models Natural Language Processing Inference Engine 117

Marktechpost

OCTOBER 23, 2024

AI-generated content is advancing rapidly, creating both opportunities and challenges. As generative AI tools become mainstream, the blending of human and AI-generated text raises concerns about authenticity, authorship, and misinformation.

Large Language Models 109

Large Language Models Responsible AI Inference Engine Metadata 109

Marktechpost

OCTOBER 14, 2024

Researchers from Stanford University, Together AI, California Institute of Technology, and MIT introduced LoLCATS (Low-rank Linear Conversion via Attention Transfer). LoLCATS is a two-step method designed to efficiently improve the quality of linearized large language models without the need for expensive retraining on billions of tokens.

LLM 120

LLM Large Language Models Inference Engine AI 120

Towards AI

DECEMBER 20, 2023

Originally published on Towards AI. In the last article, we saw that a clever compiler, quantization, Speculative decoding, and tensor parallelism implemented by Pytorch II can lead to a significant boost in inference performance. PowerInfer exploits such an insight to design a GPU-CPU hybrid inference engine.

Inference Engine 119

Inference Engine LLM AI AI 119

Marktechpost

OCTOBER 20, 2024

While AI has emerged as a powerful tool for materials discovery, the lack of publicly available data and open, pre-trained models has become a major bottleneck. The introduction of the OMat24 dataset and the corresponding models represents a significant leap forward in AI-assisted materials science.

Neural Network 113

Neural Network Inference Engine AI AI 113

Marktechpost

SEPTEMBER 1, 2023

In the fast-paced world of AI, efficient code generation is a challenge that can’t be overlooked. Addressing this efficiency gap head-on, Deci, a pioneering AI company, introduces DeciCoder, a 1-billion-parameter open-source Large Language Model (LLM) that aims to redefine the gold standard in efficient and accurate code generation.

Large Language Models 117

Large Language Models Inference Engine LLM Automation 117

Marktechpost

OCTOBER 25, 2024

A major challenge in AI research is how to develop models that can balance fast, intuitive reasoning with slower, more detailed reasoning in an efficient way. In AI models, this dichotomy between the two systems mostly presents itself as a trade-off between computational efficiency and accuracy. Check out the Paper.

Auto-complete 112

Auto-complete Inference Engine AI AI 112

Marktechpost

OCTOBER 25, 2024

In recent years, AI-driven workflows and automation have advanced remarkably. enabling developers to leverage the latest advancements in AI language models. Moreover, the OpenAI-compatible Assistants API and Python SDK offer flexibility in easily integrating these agents into broader AI solutions. Check out the GitHub.

Inference Engine 125

Inference Engine Automation Python AI 125

Marktechpost

OCTOBER 26, 2024

However, recent advancements in generative AI have opened up new possibilities for creating an infinite game experience. Researchers from Google and The University of North Carolina at Chapel Hill introduced UNBOUNDED, a generative infinite game designed to go beyond traditional, finite video game boundaries using AI.

Generative AI 116

Generative AI AI Modeling Large Language Models Inference Engine 116