FAANG - Robotic Content

Impact of Language Characteristics on Multi-Lingual Text-to-Text Transfer

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

In this work, we analyze a pre-trained mT5 to discover the attributes of cross-lingual connections learned by this model. Through a statistical interpretation framework over 90 language pairs across three tasks, we show that transfer performance can be modeled by a few linguistic and data-derived features. These observations enable us to interpret cross-lingual understanding of …

Beyond CAGE: Investigating Generalization of Learned Autonomous Network Defense Policies

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

This paper was accepted at “Reinforcement Learning for Real Life” workshop at NeurIPS 2022. Advancements in reinforcement learning (RL) have inspired new directions in intelligent automation of network defense. However, many of these advancements have either outpaced their application to network security or have not considered the challenges associated with implementing them in the real-world. …

Rewards Encoding Environment Dynamics Improves Preference-based Reinforcement Learning

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

This paper was accepted at the workshop at “Human-in-the-Loop Learning Workshop” at NeurIPS 2022. Preference-based reinforcement learning (RL) algorithms help avoid the pitfalls of hand-crafted reward functions by distilling them from human preference feedback, but they remain impractical due to the burdensome number of labels required from the human, even for relatively simple tasks. In …

ChatGPT: Optimizing Language Models for Dialogue

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

We’ve trained a model called ChatGPT which interacts in a conversational way. The dialogue format makes it possible for ChatGPT to answer followup questions, admit its mistakes, challenge incorrect premises, and reject inappropriate requests. ChatGPT is a sibling model to InstructGPT, which is trained to follow an instruction in a prompt and provide a detailed …

Embeddable AI saves time building powerful AI applications

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

Just a few weeks ago, IBM announced an expansion to their embeddable AI software portfolio with the release of three containerized Watson libraries. This expansion allows our partners to embed popular IBM Watson capabilities, including natural language processing, speech-to-text, and text-to-speech into their applications and solutions. But what is embeddable AI, and what are its uses? Embeddable …

Making a Traversable Wormhole with a Quantum Computer

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

Posted by Alexander Zlokapa, Student Researcher, and Hartmut Neven, VP of Engineering, Quantum AI Team Wormholes — wrinkles in the fabric of spacetime that connect two disparate locations — may seem like the stuff of science fiction. But whether or not they exist in reality, studying these hypothetical objects could be the key to making …

Stability AI builds foundation models on Amazon SageMaker

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

We’re thrilled to announce that Stability AI has selected AWS as its preferred cloud provider to power its state-of-the-art AI models for image, language, audio, video, and 3D content generation. Stability AI is a community-driven, open-source artificial intelligence (AI) company developing breakthrough technologies. With Amazon SageMaker, Stability AI will build AI models on compute clusters …

Launch Amazon SageMaker Autopilot experiments directly from within Amazon SageMaker Pipelines to easily automate MLOps workflows

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

Amazon SageMaker Autopilot, a low-code machine learning (ML) service that automatically builds, trains, and tunes the best ML models based on tabular data, is now integrated with Amazon SageMaker Pipelines, the first purpose-built continuous integration and continuous delivery (CI/CD) service for ML. This enables the automation of an end-to-end flow of building ML models using …

AI21 Jurassic-1 foundation model is now available on Amazon SageMaker

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

Today we are excited to announce that AI21 Jurassic-1 (J1) foundation models are available for customers using Amazon SageMaker. Jurassic-1 models are highly versatile, capable of both human-like text generation, as well as solving complex tasks such as question answering, text classification, and many others. You can easily try out this model and use it …

Introducing AWS AI Service Cards: A new resource to enhance transparency and advance responsible AI

by AI Generated Robotic ContentFAANG December 1, 2022Comments are Disabled

Artificial intelligence (AI) and machine learning (ML) are some of the most transformative technologies we will encounter in our generation—to tackle business and societal problems, improve customer experiences, and spur innovation. Along with the widespread use and growing scale of AI comes the recognition that we must all build responsibly. At AWS, we think responsible …