faang - Robotic Content

Reduce cost and development time with Amazon SageMaker Pipelines local mode

by AI Generated Robotic ContentFAANG October 5, 2022Comments are Disabled

Creating robust and reusable machine learning (ML) pipelines can be a complex and time-consuming process. Developers usually test their processing and training scripts locally, but the pipelines themselves are typically tested in the cloud. Creating and running a full pipeline during experimentation adds unwanted overhead and cost to the development lifecycle. In this post, we …

Searidge Technologies Offers a Safety Net for Airports

by AI Generated Robotic ContentFAANG October 5, 2022Comments are Disabled

Planes taxiing for long periods due to ground traffic — or circling the airport while awaiting clearance to land — don’t just make travelers impatient. They burn fuel unnecessarily, harming the environment and adding to airlines’ costs. Searidge Technologies, based in Ottawa, Canada, has created AI-powered software to help the aviation industry avoid such issues, …

Privacy of Noisy Stochastic Gradient Descent: More Iterations without More Privacy Loss

by AI Generated Robotic ContentFAANG October 4, 2022Comments are Disabled

A central issue in machine learning is how to train models on sensitive user data. Industry has widely adopted a simple algorithm: Stochastic Gradient Descent with noise (a.k.a. Stochastic Gradient Langevin Dynamics). However, foundational theoretical questions about this algorithm’s privacy loss remain open — even in the seemingly simple setting of smooth convex losses over …

3D Parametric Room Representation with RoomPlan

by AI Generated Robotic ContentFAANG October 4, 2022Comments are Disabled

FLAIR: Federated Learning Annotated Image Repository

by AI Generated Robotic ContentFAANG October 4, 2022Comments are Disabled

Cross-device federated learning is an emerging machine learning (ML) paradigm where a large population of devices collectively train an ML model while the data remains on the devices. This research field has a unique set of practical challenges, and to systematically make advances, new datasets curated to be compatible with this paradigm are needed. Existing …

Two-Layer Bandit Optimization for Recommendations

by AI Generated Robotic ContentFAANG October 4, 2022Comments are Disabled

Online commercial app marketplaces serve millions of apps to billions of users in an efficient manner. Bandit optimization algorithms are used to ensure that the recommendations are relevant, and converge to the best performing content over time. However, directly applying bandits to real-world systems, where the catalog of items is dynamic and continuously refreshed, is …

Ontology: Finding meaning in data (Palantir RFx Blog Series, #1)

by AI Generated Robotic ContentFAANG October 4, 2022Comments are Disabled

A functional data ecosystem must incorporate notions of Ontology in order to be scalable and sustainable. Editor’s note: This is the first post in the Palantir RFx Blog Series, which breaks down some of the key pillars of a data ecosystem using language commonly found in formal solicitations such as RFIs and RFPs. Each post …

Evaluating Software (Palantir RFx Blog Series, #0)

by AI Generated Robotic ContentFAANG October 4, 2022Comments are Disabled

This series tackles the rarely simple and often messy solicitation process. We explore how organizations can better evaluate digital transformation software. Welcome to the RFx Blog Series, which explores the question: how should commercial organizations evaluate digital transformation software? In this series, we use language commonly found in formal solicitations, including specific questions and functional …

Trustworthy AI helps provide equitable preventative care for diabetics

by AI Generated Robotic ContentFAANG October 4, 2022Comments are Disabled

There are over 30 million people in America who have diabetes, and people with diabetes need to remain vigilant about their health. They need the extra attention and resources provided by their healthcare systems because, unfortunately, around 38% to 40% of people with diabetes end up visiting the ER due to complications. Healthcare organizations – …

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Create high-quality data for ML models with Amazon SageMaker Ground Truth

by AI Generated Robotic ContentFAANG October 4, 2022Comments are Disabled

Machine learning (ML) has improved business across industries in recent years—from the recommendation system on your Prime Video account, to document summarization and efficient search with Alexa’s voice assistance. However, the question remains of how to incorporate this technology into your business. Unlike traditional rule-based methods, ML automatically infers patterns from data so as to …