FAANG - Robotic Content

Self-Supervised Temporal Analysis of Spatiotemporal Data

by AI Generated Robotic ContentFAANG May 5, 2023Comments are Disabled

*=Equal Contributors There exists a correlation between geospatial activity temporal patterns and type of land use. A novel self-supervised approach is proposed to survey landscape based on activity time series, where time series signal is transformed to frequency domain and compressed into embeddings by a contractive autoencoder, which preserve cyclic temporal patterns observed in time …

Migrating Critical Traffic At Scale with No Downtime — Part 1

by AI Generated Robotic ContentFAANG May 5, 2023Comments are Disabled

Migrating Critical Traffic At Scale with No Downtime — Part 1 Shyam Gala, Javier Fernandez-Ivern, Anup Rokkam Pratap, Devang Shah Hundreds of millions of customers tune into Netflix every day, expecting an uninterrupted and immersive streaming experience. Behind the scenes, a myriad of systems and services are involved in orchestrating the product experience. These backend systems are consistently being …

Supporting teachers in their STEM skilling journeys

by AI Generated Robotic ContentFAANG May 5, 2023Comments are Disabled

Three of my four grandparents were teachers. Their love of learning and passion for lighting a spark in their students impressed upon me the power that teachers have to change lives and shape the future. As I’m writing this, I am in Jacksonville, Florida, just a few miles from where my grandmother, Rosalie Gordon-Mills, was …

MaMMUT: A simple vision-encoder text-decoder architecture for multimodal tasks

by AI Generated Robotic ContentFAANG May 5, 2023Comments are Disabled

Posted by AJ Piergiovanni and Anelia Angelova, Research Scientists, Google Research Vision-language foundational models are built on the premise of a single pre-training followed by subsequent adaptation to multiple downstream tasks. Two main and disjoint training scenarios are popular: a CLIP-style contrastive learning and next-token prediction. Contrastive learning trains the model to predict if image-text …

Achieve high performance with lowest cost for generative AI inference using AWS Inferentia2 and AWS Trainium on Amazon SageMaker

by AI Generated Robotic ContentFAANG May 5, 2023Comments are Disabled

The world of artificial intelligence (AI) and machine learning (ML) has been witnessing a paradigm shift with the rise of generative AI models that can create human-like text, images, code, and audio. Compared to classical ML models, generative AI models are significantly bigger and more complex. However, their increasing complexity also comes with high costs …

All data cloud, all the time: Recapping the Google Data Cloud & AI Summit

by AI Generated Robotic ContentFAANG May 5, 2023Comments are Disabled

The Data Cloud & AI Summit is Google Cloud’s global event that showcases latest innovations and how customers are transforming their business with a unified, open and intelligent data platform. At our third annual event, we shared the latest product launches across generative AI and Data Cloud, learnings from customers and partners, and provided best …

RaisedButton Deprecation and Migration Guide With An Example

by AI Generated Robotic ContentFAANG May 4, 2023Comments are Disabled

Note: This article is written based on the Flutter SDK version 2.10.0. Flutter’s RaisedButton widget has been deprecated since the release of Flutter 2. Material Design guidelines recommend that if you hire Flutter developers, they will use the ElevatedButton widget instead of the deprecated RaisedButton. This article will provide migration instructions for experts who need to …

Collaborative Machine Learning Model Building with Families Using Co-ML

by AI Generated Robotic ContentFAANG May 4, 2023Comments are Disabled

Existing novice-friendly machine learning (ML) modeling tools center around a solo user experience, where a single user collects only their own data to build a model. However, solo modeling experiences limit valuable opportunities for encountering alternative ideas and approaches that can arise when learners work together; consequently, it often precludes encountering critical issues in ML …

IndoorSim-to-OutdoorReal: Learning to navigate outdoors without any outdoor experience

by AI Generated Robotic ContentFAANG May 4, 2023Comments are Disabled

Posted by Joanne Truong, Student Researcher, and Wenhao Yu, Research Scientist, Robotics at Google Teaching mobile robots to navigate in complex outdoor environments is critical to real-world applications, such as delivery or search and rescue. However, this is also a challenging problem as the robot needs to perceive its surroundings, and then explore to identify …

Quickly build high-accuracy Generative AI applications on enterprise data using Amazon Kendra, LangChain, and large language models

by AI Generated Robotic ContentFAANG May 4, 2023Comments are Disabled

Generative AI (GenAI) and large language models (LLMs), such as those available soon via Amazon Bedrock and Amazon Titan are transforming the way developers and enterprises are able to solve traditionally complex challenges related to natural language processing and understanding. Some of the benefits offered by LLMs include the ability to create more capable and …