ai/ml - Robotic Content

CAMPHOR: Collaborative Agents for Multi-Input Planning and High-Order Reasoning On Device

by AI Generated Robotic ContentFAANG October 16, 2024Comments are Disabled

While server-side Large Language Models (LLMs) demonstrate proficiency in tool integration and complex reasoning, deploying Small Language Models (SLMs) directly on devices brings opportunities to improve latency and privacy but also introduces unique challenges for accuracy and memory. We introduce CAMPHOR, an innovative on-device SLM multi-agent framework designed to handle multiple user inputs and reason …

Accelerate migration portfolio assessment using Amazon Bedrock

by AI Generated Robotic ContentFAANG October 16, 2024Comments are Disabled

Conducting assessments on application portfolios that need to be migrated to the cloud can be a lengthy endeavor. Despite the existence of AWS Application Discovery Service or the presence of some form of configuration management database (CMDB), customers still face many challenges. These include time taken for follow-up discussions with application teams to review outputs …

Founders share five takeaways from the Google Cloud Startup Summit

by AI Generated Robotic ContentFAANG October 16, 2024Comments are Disabled

We recently hosted our annual Google Cloud Startup Summit, and we were thrilled to showcase a wide range of AI startups leveraging Google Cloud, including Higgsfield AI, Click Therapeutics, Baseten, LiveX AI, Reve AI, and Vellum. As a former co-founder and venture capitalist, I was inspired by the remarkable solutions these startups are developing and …

Progressive Entropic Optimal Transport Solvers

by AI Generated Robotic ContentFAANG October 15, 2024Comments are Disabled

Optimal transport (OT) has profoundly impacted machine learning by providing theoretical and computational tools to realign datasets. In this context, given two large point clouds of sizes nnn and mmm in Rdmathbb{R}^dRd, entropic OT (EOT) solvers have emerged as the most reliable tool to either solve the Kantorovich problem and output a n×mntimes mn×m coupling …

The Future of Drone Navigation

by AI Generated Robotic ContentFAANG October 15, 2024Comments are Disabled

Introducing Palantir’s Visual Navigation (VNav) In the modern battlefield, GPS cannot be relied upon. This was starkly demonstrated when, as reported by The Wall Street Journal, “Ukrainian officials have found U.S.-made drones fragile and unable to overcome Russian jamming and GPS blackout technology.” GPS signals are susceptible to jamming, spoofing, or complete denial in certain …

Investigation of a Workbench UI Latency Issue

by AI Generated Robotic ContentFAANG October 15, 2024Comments are Disabled

By: Hechao Li and Marcelo Mayworm With special thanks to our stunning colleagues Amer Ather, Itay Dafna, Luca Pozzi, Matheus Leão, and Ye Ji. Overview At Netflix, the Analytics and Developer Experience organization, part of the Data Platform, offers a product called Workbench. Workbench is a remote development workspace based on Titus that allows data practitioners to …

Create a multimodal chatbot tailored to your unique dataset with Amazon Bedrock FMs

by AI Generated Robotic ContentFAANG October 15, 2024Comments are Disabled

With recent advances in large language models (LLMs), a wide array of businesses are building new chatbot applications, either to help their external customers or to support internal teams. For many of these use cases, businesses are building Retrieval Augmented Generation (RAG) style chat-based assistants, where a powerful LLM can reference company-specific documents to answer …

Fine-tuning Gemma, the journey from beginning to end

by AI Generated Robotic ContentFAANG October 15, 2024Comments are Disabled

Chatbots are one of the more common, early use cases for generative AI, particularly in retail organizations. To make them useful for shoppers, a chatbot needs to be contextually sensitive to a retailer’s product catalog, with the ability to respond to customer inquiries conversationally, perhaps suggesting alternatives and complementary outfits. To accomplish this, an instruction-tuned …

GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

by AI Generated Robotic ContentFAANG October 12, 2024Comments are Disabled

Recent advancements in Large Language Models (LLMs) have sparked interest in their formal reasoning capabilities, particularly in mathematics. The GSM8K benchmark is widely used to assess the mathematical reasoning of models on grade-school-level questions. While the performance of LLMs on GSM8K has significantly improved in recent years, it remains unclear whether their mathematical reasoning capabilities …

Boost productivity by using AI in cloud operational health management

by AI Generated Robotic ContentFAANG October 12, 2024Comments are Disabled

Modern organizations increasingly depend on robust cloud infrastructure to provide business continuity and operational efficiency. Operational health events – including operational issues, software lifecycle notifications, and more – serve as critical inputs to cloud operations management. Inefficiencies in handling these events can lead to unplanned downtime, unnecessary costs, and revenue loss for organizations. However, managing …