ai/ml - Robotic Content

Apple Workshop on Natural Language Understanding 2024

by AI Generated Robotic ContentFAANG April 8, 2025Comments are Disabled

Progress in natural language processing enables more intuitive ways of interacting with technology. For example, many of Apple’s products and services, including Siri and search, use natural language understanding and generation to enable a fluent and seamless interface experience for users. Natural language is a rapidly moving area of machine learning research, and includes work …

Llama 4 family of models from Meta are now available in SageMaker JumpStart

by AI Generated Robotic ContentFAANG April 8, 2025Comments are Disabled

Today, we’re excited to announce the availability of Llama 4 Scout and Maverick models in Amazon SageMaker JumpStart and coming soon in Amazon Bedrock. Llama 4 represents Meta’s most advanced multimodal models to date, featuring a mixture of experts (MoE) architecture and context window support up to 10 million tokens. With native multimodality and early fusion …

SeedLM: Compressing LLM Weights into Seeds of Pseudo-Random Generators

by AI Generated Robotic ContentFAANG April 5, 2025Comments are Disabled

Large Language Models (LLMs) have transformed natural language processing, but face significant challenges in widespread deployment due to their high runtime cost. In this paper, we introduce SeedLM, a novel post-training compression method that uses seeds of a pseudo-random generator to encode and compress model weights. Specifically, for each block of weights, we find a …

Prompting for the best price-performance

by AI Generated Robotic ContentFAANG April 5, 2025Comments are Disabled

In the drive to remain competitive, businesses today are turning to AI to help them minimize cost and maximize efficiency. It’s incumbent on them to find the most suitable AI model—the one that will help them achieve more while spending less. For many businesses, the migration from OpenAI’s model family to Amazon Nova represents not …

How AWS Sales uses generative AI to streamline account planning

by AI Generated Robotic ContentFAANG April 4, 2025Comments are Disabled

Every year, AWS Sales personnel draft in-depth, forward looking strategy documents for established AWS customers. These documents help the AWS Sales team to align with our customer growth strategy and to collaborate with the entire sales team on long-term growth ideas for AWS customers. These documents are internally called account plans (APs). In 2024, this …

Taking a responsible path to AGI

by AI Generated Robotic ContentFAANG April 3, 2025Comments are Disabled

We’re exploring the frontiers of AGI, prioritizing technical safety, proactive risk assessment, and collaboration with the AI community.

Interpreting and Improving Optimal Control Problems With Directional Corrections

by AI Generated Robotic ContentFAANG April 3, 2025Comments are Disabled

Many robotics tasks, such as path planning or trajectory optimization, are formulated as optimal control problems (OCPs). The key to obtaining high performance lies in the design of the OCP’s objective function. In practice, the objective function consists of a set of individual components that must be carefully modeled and traded off such that the …

Ray jobs on Amazon SageMaker HyperPod: scalable and resilient distributed AI

by AI Generated Robotic ContentFAANG April 3, 2025Comments are Disabled

Foundation model (FM) training and inference has led to a significant increase in computational needs across the industry. These models require massive amounts of accelerated compute to train and operate effectively, pushing the boundaries of traditional computing infrastructure. They require efficient systems for distributing workloads across multiple GPU accelerated servers, and optimizing developer velocity as …

Universally Instance-Optimal Mechanisms for Private Statistical Estimation

by AI Generated Robotic ContentFAANG April 2, 2025Comments are Disabled

We consider the problem of instance-optimal statistical estimation under the constraint of differential privacy where mechanisms must adapt to the difficulty of the input dataset. We prove a new instance specific lower bound using a new divergence and show it characterizes the local minimax optimal rates for private statistical estimation. We propose two new mechanisms …

Introducing AWS MCP Servers for code assistants (Part 1)

by AI Generated Robotic ContentFAANG April 2, 2025Comments are Disabled

We’re excited to announce the open source release of AWS MCP Servers for code assistants — a suite of specialized Model Context Protocol (MCP) servers that bring Amazon Web Services (AWS) best practices directly to your development workflow. Our specialized AWS MCP servers combine deep AWS knowledge with agentic AI capabilities to accelerate development across …