FAANG - Robotic Content

Designing Data: Proactive Data Collection and Iteration for Machine Learning

by AI Generated Robotic ContentFAANG February 14, 2023Comments are Disabled

Lack of diversity in data collection has caused significant failures in machine learning (ML) applications. While ML developers perform post-collection interventions, these are time intensive and rarely comprehensive. Thus, new methods to track and manage data collection, iteration, and model training are necessary for evaluating whether datasets reflect real world variability. We present designing data, …

Scaling Media Machine Learning at Netflix

by AI Generated Robotic ContentFAANG February 14, 2023Comments are Disabled

By Gustavo Carmo, Elliot Chow, Nagendra Kamath, Akshay Modi, Jason Ge, Wenbing Bai, Jackson de Campos, Lingyi Liu, Pablo Delgado, Meenakshi Jindal, Boris Chen, Vi Iyengar, Kelli Griggs, Amir Ziai, Prasanna Padmanabhan, and Hossein Taghavi Figure 1 – Media Machine Learning Infrastructure Introduction In 2007, Netflix started offering streaming alongside its DVD shipping services. As the …

Configure an AWS DeepRacer environment for training and log analysis using the AWS CDK

by AI Generated Robotic ContentFAANG February 14, 2023Comments are Disabled

This post is co-written by Zdenko Estok, Cloud Architect at Accenture and Sakar Selimcan, DeepRacer SME at Accenture. With the increasing use of artificial intelligence (AI) and machine learning (ML) for a vast majority of industries (ranging from healthcare to insurance, from manufacturing to marketing), the primary focus shifts to efficiency when building and training …

Google Research, 2022 & beyond: Algorithmic advances

by AI Generated Robotic ContentFAANG February 11, 2023Comments are Disabled

Posted by Vahab Mirrokni, VP and Google Fellow, Google Research (This is Part 5 in our series of posts covering different topical areas of research at Google. You can find other posts in the series here.) Robust algorithm design is the backbone of systems across Google, particularly for our ML and AI models. Hence, developing …

Identifying defense coverage schemes in NFL’s Next Gen Stats

by AI Generated Robotic ContentFAANG February 11, 2023Comments are Disabled

This post is co-written with Jonathan Jung, Mike Band, Michael Chi, and Thompson Bliss at the National Football League. A coverage scheme refers to the rules and responsibilities of each football defender tasked with stopping an offensive pass. It is at the core of understanding and analyzing any football defensive strategy. Classifying the coverage scheme …

A step-by-step guide to setting up a data governance program

by AI Generated Robotic ContentFAANG February 10, 2023Comments are Disabled

In our last blog, we delved into the seven most prevalent data challenges that can be addressed with effective data governance. Today we will share our approach to developing a data governance program to drive data transformation and fuel a data-driven culture. Data governance is a crucial aspect of managing an organization’s data assets. The primary …

Amplification at the Quantum limit

by AI Generated Robotic ContentFAANG February 10, 2023Comments are Disabled

Posted by Ted White and Ofer Naaman, Staff Research Scientists, Google Quantum AI The Google Quantum AI team is building quantum computers with superconducting microwave circuits, but much like a classical computer the superconducting processor at the heart of these computers is only part of the story. An entire technology stack of peripheral hardware is …

Detect signatures on documents or images using the signatures feature in Amazon Textract

by AI Generated Robotic ContentFAANG February 10, 2023Comments are Disabled

Amazon Textract is a machine learning (ML) service that automatically extracts text, handwriting, and data from any document or image. AnalyzeDocument Signatures is a feature within Amazon Textract that offers the ability to automatically detect signatures on any document. This can reduce the need for human review, custom code, or ML experience. In this post, …

Enabling Responsible AI in Palantir Foundry

by AI Generated Robotic ContentFAANG February 9, 2023Comments are Disabled

Editors Note: The following is a collaboration between authors from Palantir’s Product Development and Privacy & Civil Liberties (PCL) teams. It outlines how our latest model management capabilities incorporate the principles of responsible artificial intelligence so that Palantir Foundry users can effectively solve their most challenging problems. At Palantir, we’re proud to build mission-critical software …

3 key reasons why your organization needs Responsible AI

by AI Generated Robotic ContentFAANG February 9, 2023Comments are Disabled

Responsibility is a learned behavior. Over time we connect the dots, understanding the need to meet societal expectations, comply with rules and laws, and to respect the rights of others. We see the link between responsibility, accountability and subsequent rewards. When we act responsibly, the rewards are positive; when we don’t, we can face negative …