Marktechpost

OCTOBER 21, 2024

Accelerating inference in large language models (LLMs) is challenging due to their high computational and memory requirements, leading to significant financial and energy costs. Don’t Forget to join our 50k+ ML SubReddit.

Large Language Models 57

Large Language Models Inference Engine AI AI 57

Marktechpost

OCTOBER 14, 2024

The problem with efficiently linearizing large language models (LLMs) is multifaceted. Existing methods that try to linearize these models by replacing quadratic attention with subquadratic analogs face significant challenges: they often lead to degraded performance, incur high computational costs, and lack scalability.

LLM 120

LLM Large Language Models Inference Engine AI 120

Marktechpost

OCTOBER 18, 2024

Large language models (LLMs) have demonstrated significant reasoning capabilities, yet they face issues like hallucinations and the inability to conduct faithful reasoning. These challenges stem from knowledge gaps, leading to factual errors during complex tasks. If you like our work, you will love our newsletter.

LLM 109

LLM Inference Engine Large Language Models AI 109

Marktechpost

OCTOBER 19, 2024

Large language models (LLMs) like GPT-4, Gemini, and Llama 3 have revolutionized natural language processing through extensive pre-training and supervised fine-tuning (SFT). However, these models come with high computational costs for training and inference. Don’t Forget to join our 50k+ ML SubReddit.

Large Language Models 111

Large Language Models Inference Engine Natural Language Processing LLM 111

Marktechpost

OCTOBER 15, 2024

The challenge lies in generating effective agentic workflows for Large Language Models (LLMs). Despite their remarkable capabilities across diverse tasks, creating workflows that combine multiple LLMs into coherent sequences is labor-intensive, which limits scalability and adaptability to new tasks.

Artificial Intelligence 122

Artificial Intelligence Artificial Intelligence Automation Inference Engine 122

Marktechpost

OCTOBER 17, 2024

This requirement has prompted researchers to find effective ways to integrate real-time data and contextual understanding into Large Language Models (LLMs), which have difficulty interpreting real-world tasks. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup.

LLM 117

LLM Inference Engine Large Language Models Machine Learning 117

Marktechpost

OCTOBER 16, 2024

Large language models (LLMs) have gained widespread adoption due to their advanced text understanding and generation capabilities. Third, the method operates in a black-box manner, requiring only access to the model’s textual output, making it practical for real-world applications.

Large Language Models 113

Large Language Models Inference Engine LLM Algorithm 113

Marktechpost

OCTOBER 16, 2024

The need for efficient and trustworthy techniques to assess the performance of Large Language Models (LLMs) is increasing as these models are incorporated into more and more domains. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup.

Inference Engine 98

Inference Engine Large Language Models OpenAI AI 98

Marktechpost

OCTOBER 15, 2024

Large language models (LLMs) have become crucial in natural language processing, particularly for solving complex reasoning tasks. These models are designed to handle mathematical problem-solving, decision-making, and multi-step logical deductions. If you like our work, you will love our newsletter.

Machine Learning 117

Machine Learning LLM AI Researcher AI Research 117

Marktechpost

OCTOBER 21, 2024

AI models are built upon large language models (LLMs), designed specifically for enterprise AI applications. These include 8B and 2B parameter-dense decoder-only models, which outperformed similarly sized Llama-3.1 2B and 8B AI Models for AI Enterprises appeared first on MarkTechPost.

AI Modeling 84

AI Modeling Large Language Models Inference Engine Natural Language Processing 84

Marktechpost

OCTOBER 18, 2024

Current evaluation frameworks, such as LLM-as-a-Judge, which uses large language models to judge outputs from other AI systems, must account for the entire task-solving process. These models often overlook intermediate stages, crucial for agentic systems because they mimic human-like problem-solving strategies.

Large Language Models 109

Large Language Models LLM Inference Engine AI Developer 109

Marktechpost

OCTOBER 19, 2024

Long-context Large language models (LLMs) are designed to handle long input sequences, enabling them to process and understand large amounts of information. As the interference computation power is increased the large language models (LLMs) can perform diverse tasks.

Large Language Models 103

Large Language Models Inference Engine AI AI 103

Marktechpost

OCTOBER 18, 2024

Large Language Models (LLMs) have gained significant traction in recent years, with fine-tuning pre-trained models for specific tasks becoming a common practice. However, this approach needs help in resource efficiency when deploying separate models for each task. Don’t Forget to join our 50k+ ML SubReddit.

Large Language Models 62

Large Language Models Neural Network Inference Engine LLM 62

Marktechpost

OCTOBER 17, 2024

In particular, the release targets bottlenecks experienced in transformer models and LLMs (Large Language Models), the ongoing need for GPU optimizations, and the efficiency of training and inference for both research and production settings. With the latest PyTorch 2.5 Don’t Forget to join our 50k+ ML SubReddit.

Machine Learning 102

Machine Learning Neural Network Data Scientist Inference Engine 102

Marktechpost

OCTOBER 17, 2024

Large Language Model (LLM)–based online agents have significantly advanced in recent times, resulting in unique designs and new benchmarks that show notable improvements in autonomous web navigation and interaction. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup.

Inference Engine 62

Inference Engine Large Language Models LLM AI 62

Marktechpost

OCTOBER 17, 2024

Artificial Intelligence is evolving significantly, and Large Language Models have shown a remarkable capacity to comprehend human-text inputs. Going beyond simple text to analyzing and generating code, LLMs have shown promising results in software development. If you like our work, you will love our newsletter.

Machine Learning 67

Machine Learning Software Development Inference Engine Large Language Models 67

Marktechpost

OCTOBER 15, 2024

The ever-increasing size of Large Language Models (LLMs) presents a significant challenge for practical deployment. Despite their transformative impact on natural language processing, these models are often hindered by high memory transfer requirements, which pose a bottleneck during autoregressive generation.

LLM 109

LLM Inference Engine Natural Language Processing Large Language Models 109

Marktechpost

OCTOBER 19, 2024

Large language models (LLMs) have demonstrated consistent scaling laws, revealing a power-law relationship between pretraining performance and computational resources. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup. If you like our work, you will love our newsletter.

Inference Engine 103

Inference Engine Large Language Models Artificial Intelligence Artificial Intelligence 103

Marktechpost

OCTOBER 20, 2024

Vision-Language-Action Models (VLA) for robotics are trained by combining large language models with vision encoders and then fine-tuning them on various robot datasets; this allows generalization to new instructions, unseen objects, and distribution shifts. If you like our work, you will love our newsletter.

Robotics 113

Robotics Inference Engine Large Language Models ML 113

Marktechpost

OCTOBER 16, 2024

Model merging, particularly within the realm of large language models (LLMs), presents an intriguing challenge that addresses the growing demand for versatile AI systems. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup. If you like our work, you will love our newsletter.

Inference Engine 62

Inference Engine Large Language Models AI AI 62

Marktechpost

OCTOBER 16, 2024

Large language models (LLMs) have revolutionized various fields by enabling more effective data processing, complex problem-solving, and natural language understanding. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup. If you like our work, you will love our newsletter.

LLM 105

LLM AI Researcher AI Research Inference Engine 105

Marktechpost

OCTOBER 21, 2024

Large language models (LLMs) can understand and generate human-like text across various applications. In conclusion, the research presented through MIND introduces a transformative approach to improving the mathematical reasoning capabilities of large language models.

Large Language Models 62

Large Language Models Inference Engine AI AI 62

Marktechpost

OCTOBER 16, 2024

Large Language Models (LLMs) have demonstrated remarkable progress in natural language processing tasks, inspiring researchers to explore similar approaches for text-to-image synthesis. At the same time, diffusion models have become the dominant approach in visual generation.

Inference Engine 62

Inference Engine Natural Language Processing Large Language Models ML 62

Marktechpost

OCTOBER 20, 2024

The growing reliance on large language models for coding support poses a significant problem: how best to assess real-world impact on programmer productivity? Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup. If you like our work, you will love our newsletter.

LLM 62

LLM Inference Engine Large Language Models ML 62

Marktechpost

OCTOBER 15, 2024

Large language models (LLMs) have evolved to become powerful tools capable of understanding and responding to user instructions. Based on the transformer architecture, these models predict the next word or token in a sentence, generating responses with remarkable fluency. Don’t Forget to join our 50k+ ML SubReddit.

Inference Engine 90

Inference Engine Large Language Models ML Artificial Intelligence 90

Marktechpost

OCTOBER 19, 2024

These methods rely on predefined rules or LLM (Large Language Model) judgments to identify potential vulnerabilities in code. Available methods for evaluating Code GenAI’s security risks, such as CYBERSECEVAL, focus primarily on static analysis. If you like our work, you will love our newsletter.

Inference Engine 97

Inference Engine Large Language Models LLM AI Modeling 97

Towards AI

JULY 1, 2024

Last Updated on July 3, 2024 by Editorial Team Author(s): Suhaib Arshad Originally published on Towards AI. The field of generative AI has been seeing exponential development in recent years, from LLMs to text-to-image models and upcoming text-to-video models. Table of Contents What is Nvidia NIM?

Generative AI 64

Generative AI Inference Engine Large Language Models OpenAI 64

Marktechpost

OCTOBER 21, 2024

While alternative methods like large language model (LLM)-based encoders can handle longer sequences, they fail to provide the same level of alignment as contrastive pre-training encoders do. The growing popularity of diffusion models has been driven by advancements in fast sampling techniques and text-conditioned generation.

Inference Engine 57

Inference Engine Large Language Models LLM ML 57

ODSC - Open Data Science

MARCH 8, 2024

EVENT — ODSC East 2024 In-Person and Virtual Conference April 23rd to 25th, 2024 Join us for a deep dive into the latest data science and AI trends, tools, and techniques, from LLMs to data analytics and from machine learning to responsible AI. This project aims to create a simple and scalable repo, to reproduce Sora.

Artificial Intelligence 52

Artificial Intelligence Artificial Intelligence Large Language Models Data Science 52

Marktechpost

OCTOBER 17, 2024

Large Language Models (LLMs) have demonstrated remarkable proficiency in In-Context Learning (ICL), which is a technique that teaches them to complete tasks using just a few examples included in the input prompt and no further training. If you like our work, you will love our newsletter.

Large Language Models 109

Large Language Models Inference Engine LLM ML 109

Marktechpost

OCTOBER 15, 2024

Large Language Models (LLMs) need to be evaluated within the framework of embodied decision-making, i.e., the capacity to carry out activities in either digital or physical environments. If you like our work, you will love our newsletter. Don’t Forget to join our 50k+ ML SubReddit.

Large Language Models 57

Large Language Models Inference Engine LLM AI 57

Marktechpost

OCTOBER 18, 2024

Traditionally, large language models (LLMs) used for building TTS pipelines convert speech to text using automatic speech recognition (ASR), process it using an LLM, and then convert the output back to speech via TTS. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup.

Inference Engine 120

Inference Engine Large Language Models AI AI 120

Marktechpost

OCTOBER 20, 2024

Besides, this model keeps improving in terms of accuracy and consistency in reward metrics, truly reflecting the importance of regularization in mitigating reward bias and improving efficiency in self-rewarding. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup.

Inference Engine 105

Inference Engine LLM Large Language Models ML 105

Marktechpost

OCTOBER 17, 2024

There is a need for flexible and efficient adaptation of large language models (LLMs) to various tasks. Existing approaches, such as mixture-of-experts (MoE) and model arithmetic, struggle with requiring substantial tuning data, inflexible model composition, or strong assumptions about how models should be used.

LLM 110

LLM Algorithm AI Researcher AI Research 110

Marktechpost

OCTOBER 20, 2024

Large language models (LLMs) have revolutionized the field of artificial intelligence by performing a wide range of tasks across different domains. These models are expected to work seamlessly in multiple languages, solving complex problems while ensuring safety. If you like our work, you will love our newsletter.

AI Researcher 115

AI Researcher AI Research Inference Engine AI 115

Marktechpost

OCTOBER 15, 2024

The rapid growth of large language models (LLMs) and their increasing computational requirements have prompted a pressing need for optimized solutions to manage memory usage and inference speed. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup.

LLM 67

LLM Inference Engine Large Language Models ML 67

Marktechpost

OCTOBER 21, 2024

Large Language Models (LLMs) have gained significant attention in AI research due to their impressive capabilities. However, their limitation lies with long-term planning and complex problem-solving. Also, don’t forget to follow us on Twitter and join our Telegram Channel and LinkedIn Gr oup.

Neural Network 57

Neural Network Inference Engine Large Language Models AI 57