AWS Machine Learning Blog

DECEMBER 2, 2024

Finally, we delve into the supported frameworks, with a focus on LMI, PyTorch, Hugging Face TGI, and NVIDIA Triton, and conclude by discussing how this feature fits into our broader efforts to enhance machine learning (ML) workloads on AWS. This feature is only supported when using inference components. gpu-py311-cu124-ubuntu22.04-sagemaker",

Generative AI 103

Generative AI Machine Learning Large Language Models ML Engineer 103

Marktechpost

OCTOBER 28, 2024

Current methods in Reinforcement Learning involve an online interaction-then-update cycle, which can be inefficient for large-scale systems. These approaches include overlooking valuable, already available data from rule-based or supervised machine-learning methods and learning from scratch.

Machine Learning 117

Machine Learning Algorithm Inference Engine ML 117

Marktechpost

OCTOBER 31, 2024

In the fast-moving world of artificial intelligence and machine learning, the efficiency of deploying and running models is key to success. For data scientists and machine learning engineers, one of the biggest frustrations has been the slow and often cumbersome process of loading trained models for inference.

Data Scientist 80

Data Scientist Inference Engine Machine Learning AI Modeling 80

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

Marktechpost

OCTOBER 24, 2024

Machine learning, particularly the training of large foundation models, relies heavily on the diversity and quality of data. This research highlights the importance of intelligent data optimization in advancing machine learning efficiency. Check out the Paper and GitHub. Don’t Forget to join our 55k+ ML SubReddit.

Machine Learning 109

Machine Learning Algorithm Inference Engine ML 109

Marktechpost

OCTOBER 15, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post Google AI Research Introduces Process Advantage Verifiers: A Novel Machine Learning Approach to Improving LLM Reasoning Capabilities appeared first on MarkTechPost.

Machine Learning 117

Machine Learning LLM AI Researcher AI Research 117

Marktechpost

OCTOBER 22, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post Discrete Diffusion with Planned Denoising (DDPD): A Novel Machine Learning Framework that Decomposes the Discrete Generation Process into Planning and Denoising appeared first on MarkTechPost.

Machine Learning 109

Machine Learning Natural Language Processing Inference Engine ML 109

Marktechpost

FEBRUARY 26, 2025

More recent methods include pipeline-based systems, which combine extraction into multiple machine-learning tasks, such as section segmentation and table recognition. attempt to convert entire PDF pages into readable text using deep learning. These include tools like Grobid and VILA, which are designed for scientific papers.

Metadata 82

Metadata Inference Engine Deep Learning AI 82

Unite.AI

NOVEMBER 25, 2024

Let’s explore some key design patterns that are particularly useful in AI and machine learning contexts, along with Python examples. Why Design Patterns Matter for AI Engineers AI systems often involve: Complex object creation (e.g., Ensuring consistent access to a single inference engine or database connection.

Python 147

Python LLM AI Engineer AI 147

Marktechpost

OCTOBER 16, 2024

More sophisticated machine learning approaches, such as artificial neural networks (ANNs), may detect complex relationships in data. Furthermore, deep learning techniques like convolutional networks (CNNs) and long short-term memory (LSTM) models are commonly employed due to their ability to analyze temporal and meteorological data.

Machine Learning 67

Machine Learning Neural Network Deep Learning Inference Engine 67

AWS Machine Learning Blog

NOVEMBER 26, 2024

You can reattach to your Docker container and stop the online inference server with the following: docker attach $(docker ps --format "{{.ID}}") Create a file for using the offline inference engine: cat > offline_inference.py <<EOF from vllm.entrypoints.llm import LLM from vllm.sampling_params import SamplingParams # Sample prompts.

LLM 101

LLM AI AI Artificial Intelligence 101

Marktechpost

OCTOBER 23, 2024

In the ever-evolving landscape of machine learning and artificial intelligence, developers are increasingly seeking tools that can integrate seamlessly into a variety of environments. v3, the latest release by Hugging Face, is a great step forward in making machine learning accessible directly within browsers.

Machine Learning 57

Machine Learning Natural Language Processing Inference Engine BERT 57

Marktechpost

AUGUST 5, 2024

Several search engines have attempted to improve the relevance of search results by integrating advanced algorithms and machine learning models. Additionally, many of these search engines are not open-source, limiting the ability for broader community involvement and innovation.

Inference Engine 113

Inference Engine Machine Learning AI AI 113

Marktechpost

OCTOBER 17, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post CodeJudge: An Machine Learning Framework that Leverages LLMs to Evaluate Code Generation Without the Need for Test Cases appeared first on MarkTechPost.

Machine Learning 67

Machine Learning Software Development Inference Engine Large Language Models 67

Marktechpost

OCTOBER 16, 2024

Machine learning focuses on developing models that can learn from large datasets to improve their predictions and decision-making abilities. A growing problem in machine learning is the degradation of model performance when synthetic data is used in training. If you like our work, you will love our newsletter.

Large Language Models 108

Large Language Models Neural Network Machine Learning Inference Engine 108

Mlearning.ai

JANUARY 28, 2023

From Sale Marketing Business 7 Powerful Python ML For Data Science And Machine Learning need to be use. Seven Python Libraries for Data Science and Machine Learning : 1. Scikit-Learn: Scikit-Learn is a machine learning library that makes it easy to train and deploy machine learning models.

Data Science 52

Data Science Machine Learning ML Python 52

Marktechpost

OCTOBER 21, 2024

Artificial intelligence (AI) and machine learning (ML) revolve around building models capable of learning from data to perform tasks like language processing, image recognition, and making predictions. A significant aspect of AI research focuses on neural networks, particularly transformers.

Machine Learning 62

Machine Learning Neural Network Natural Language Processing Inference Engine 62

Marktechpost

OCTOBER 17, 2024

Although there is growing research on related topics, V2M systems still need to be thoroughly examined in the context of adversarial machine learning attacks. Existing studies focus on adversarial threats in smart grids and wireless communication, such as inference and evasion attacks on machine learning models.

Machine Learning 108

Machine Learning Inference Engine Categorization AI 108

Marktechpost

OCTOBER 17, 2024

Rule-based systems, traditional machine learning models, and basic AI-driven methods are conventional models for processing IoT data. Even advanced models like Chat-GPT 4 find it difficult to address these problems, resulting in inaccurate and misleading outcomes. If you like our work, you will love our newsletter.

LLM 123

LLM Inference Engine Large Language Models Machine Learning 123

Marktechpost

AUGUST 2, 2024

These systems rely on a domain knowledge base and an inference engine to solve specialized medical problems. Intelligent Medical Applications: AI in Healthcare: AI has enabled the development of expert systems, like MYCIN and ONCOCIN, that simulate human expertise to diagnose and treat diseases.

Artificial Intelligence 122

Artificial Intelligence Artificial Intelligence Robotics Deep Learning 122

Marktechpost

OCTOBER 23, 2024

In machine learning, embeddings are widely used to represent data in a compressed, low-dimensional vector space. They capture the semantic relationships well for performing tasks such as text classification, sentiment analysis, etc. This leads to suboptimal performances and increased computational costs while training the embeddings.

NLP 113

NLP Neural Network Natural Language Processing Inference Engine 113

Marktechpost

OCTOBER 21, 2024

Researchers from Prescient Design and Genentech have introduced JAMUN (walk-Jump Accelerated Molecular ensembles with Universal Noise), a novel machine-learning model designed to overcome these challenges by enabling efficient sampling of protein conformational ensembles. If you like our work, you will love our newsletter.

Neural Network 104

Neural Network Inference Engine Machine Learning ML 104

Marktechpost

OCTOBER 15, 2024

Researchers in both medical and technology make many attempts to democratize mental support and to create effective machine-learning models for diagnosing and treating mental health disorders. If you like our work, you will love our newsletter. Don’t Forget to join our 50k+ ML SubReddit.

Data Scarcity 109

Data Scarcity Inference Engine Large Language Models Machine Learning 109

Marktechpost

OCTOBER 15, 2024

The increasing reliance on machine learning models for processing human language comes with several hurdles, such as accurately understanding complex sentences, segmenting content into comprehensible parts, and capturing the contextual nuances present in multiple domains. If you like our work, you will love our newsletter.

NLP 108

NLP Inference Engine Machine Learning AI 108

Marktechpost

OCTOBER 26, 2024

By rethinking the core building blocks of machine learning breakthroughs, including data arbitrage, preference training for general performance and safety, and model merging, Cohere for AI has made a significant contribution to bridging the language gap. If you like our work, you will love our newsletter.

Natural Language Processing 104

Natural Language Processing Inference Engine NLP AI 104

Marktechpost

OCTOBER 15, 2024

Machine learning models trained on genetic sequences provide an efficient, cost-effective alternative, predicting essential cellular processes like alternative splicing and RNA degradation. Experimental methods like eCLIP and ribosome profiling help study RNA regulation but are expensive and time-consuming.

Inference Engine 104

Inference Engine Machine Learning ML Artificial Intelligence 104

Marktechpost

OCTOBER 27, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post Meta AI Silently Releases NotebookLlama: An Open Version of Google’s NotebookLM appeared first on MarkTechPost. If you like our work, you will love our newsletter.

Inference Engine 139

Inference Engine Large Language Models Software Development Data Analysis 139

Marktechpost

SEPTEMBER 1, 2023

By leveraging DeciCoder alongside Infery LLM, a dedicated inference engine, users unlock the power of significantly higher throughput – a staggering 3.5 Through the synergy of AutoNAC , Grouped Query Attention, and dedicated inference engines, it brings forth a high-performing and environmentally conscious model.

Large Language Models 117

Large Language Models Inference Engine LLM Automation 117

Towards AI

AUGUST 29, 2023

However, I encountered an opposite scenario where my Machine Learning application urgently required invoking a custom model with Python-based inference code. The prospect of rewriting it in C++ or adopting a corresponding inference engine was unfeasible.

Python 98

Python Inference Engine Machine Learning Algorithm 98

Towards AI

DECEMBER 20, 2023

PowerInfer exploits such an insight to design a GPU-CPU hybrid inference engine. This distribution indicates that a small subset of neurons, termed hot neurons, are consistently activated across inputs, while the majority, cold neurons, vary based on specific inputs.

Inference Engine 119

Inference Engine LLM AI AI 119

Marktechpost

OCTOBER 23, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post Layer-of-Thoughts Prompting (LoT): A Unique Approach that Uses Large Language Model (LLM) based Retrieval with Constraint Hierarchies appeared first on MarkTechPost.

Large Language Models 133

Large Language Models LLM Inference Engine Algorithm 133

Marktechpost

OCTOBER 27, 2024

This flexibility allows the model to be easily integrated into existing machine learning workflows without extensive modifications, making it a convenient choice for developers and data scientists. If you like our work, you will love our newsletter. Don’t Forget to join our 55k+ ML SubReddit.

Inference Engine 109

Inference Engine Data Scientist Machine Learning ML 109

Unite.AI

APRIL 24, 2024

Parallelizing machine learning models improves the efficiency and speed of model training and helps developers handle larger models that a single GPU can’t process. With the rapid advancements in AI and machine learning, ethical considerations are more important than ever.

AI 130

AI AI OpenAI Inference Engine 130

Marktechpost

OCTOBER 26, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post Meet Hawkish 8B: A New Financial Domain Model that can Pass CFA Level 1 and Outperform Meta Llama-3.1-8B-Instruct If you like our work, you will love our newsletter.

Inference Engine 128

Inference Engine NLP ML AI Modeling 128

Marktechpost

OCTOBER 14, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post MIBench: A Comprehensive AI Benchmark for Model Inversion Attack and Defense appeared first on MarkTechPost. raising widespread concerns about privacy threats of Deep Neural Networks (DNNs).

Categorization 104

Categorization Neural Network Inference Engine Deep Learning 104

Marktechpost

OCTOBER 15, 2024

Upcoming Live Webinar- Oct 29, 2024] The Best Platform for Serving Fine-Tuned Models: Predibase Inference Engine (Promoted) The post AFlow: A Novel Artificial Intelligence Framework for Automated Workflow Optimization appeared first on MarkTechPost. If you like our work, you will love our newsletter.

Artificial Intelligence 125

Artificial Intelligence Artificial Intelligence Automation Inference Engine 125

Marktechpost

OCTOBER 19, 2024

LLMs typically operate by applying patterns learned from data, but the ability to introspect marks a significant advancement in machine learning. This research addresses the central issue of whether LLMs can gain a form of self-awareness that allows them to evaluate and predict their behavior in hypothetical situations.

Large Language Models 104

Large Language Models Inference Engine AI AI 104