The Beginner’s Guide to Machine Learning with Rust
Machine learning has become an essential tool for solving complex problems across various domains, from finance to healthcare.
Machine learning has become an essential tool for solving complex problems across various domains, from finance to healthcare.
Amazon SageMaker JumpStart is a machine learning (ML) hub that provides pre-trained models, solution templates, and algorithms to help developers quickly get started with machine learning. Within SageMaker JumpStart, the private model hub feature allows organizations to create their own internal repository of ML models, enabling teams to share and manage models securely within their …
Read more “Amazon SageMaker JumpStart adds fine-tuning support for models in a private model hub”
A WIRED review shows national security adviser Mike Waltz, White House chief of staff Susie Wiles, and other top officials left sensitive information exposed via Venmo—until WIRED asked about it.
In an era where data privacy concerns loom large, a new approach in artificial intelligence (AI) could reshape how sensitive information is processed.
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Graph neural networks (GNNs) can be pictured as a special class of neural network models where data are structured as graphs — both training data used to train the model and real-world data used for inference — rather than fixed-size vectors or grids like image, sequences, or instances of tabular data.
Training Diffusion Models with Reinforcement Learning We deployed 100 reinforcement learning (RL)-controlled cars into rush-hour highway traffic to smooth congestion and reduce fuel consumption for everyone. Our goal is to tackle “stop-and-go” waves, those frustrating slowdowns and speedups that usually have no clear cause but lead to congestion and significant energy waste. To train efficient …
Read more “Scaling Up Reinforcement Learning for Traffic Smoothing: A 100-AV Highway Deployment”
Gemini 2.5 is our most intelligent AI model, now with thinking built in.
Data augmentation is crucial to make machine learning models more robust and safe. However, augmenting data can be challenging as it requires generating diverse data points to rigorously evaluate model behavior on edge cases and mitigate potential harms. Creating high-quality augmentations that cover these “unknown unknowns” is a time- and creativity-intensive task. In this work, …
Read more “Exploring Empty Spaces: Human-in-the-Loop Data Augmentation”
Amazon Bedrock announces the preview launch of Session Management APIs, a new capability that enables developers to simplify state and context management for generative AI applications built with popular open source frameworks such as LangGraph and LlamaIndex. Session Management APIs provide an out-of-the-box solution that enables developers to securely manage state and conversation context across …
Read more “Amazon Bedrock launches Session Management APIs for generative AI applications (Preview)”