A new neural machine code to program reservoir computers

Reservoir computing is a promising computational framework based on recurrent neural networks (RNNs), which essentially maps input data onto a high-dimensional computational space, keeping some parameters of artificial neural networks (ANNs) fixed while updating others. This framework could help to improve the performance of machine learning algorithms, while also reducing the amount of data required …

NLP overview

AI in Marketing: Benefits, Use Cases, and Examples

This post was published on June 16, 2022 and updated on July 6, 2023  Warm, personable, convincing — those adjectives may not be the first that come to mind when you think of artificial intelligence or AI. But, AI and human collaboration can outperform human intuition alone in creating and selecting digital content that connects …

Data science vs. machine learning: What’s the difference?

While data science and machine learning are related, they are very different fields. In a nutshell, data science brings structure to big data while machine learning focuses on learning from the data itself. This post will dive deeper into the nuances of each field. What is data science? Data science is a broad, multidisciplinary field …

Pic2Word

Pic2Word: Mapping pictures to words for zero-shot composed image retrieval

Posted by Kuniaki Saito, Student Researcher, Google Research, Cloud AI Team, and Kihyuk Sohn, Research Scientist, Google Research Image retrieval plays a crucial role in search engines. Typically, their users rely on either image or text as a query to retrieve a desired target image. However, text-based retrieval has its limitations, as describing the target …

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Integrate SaaS platforms with Amazon SageMaker to enable ML-powered applications

Amazon SageMaker is an end-to-end machine learning (ML) platform with wide-ranging features to ingest, transform, and measure bias in data, and train, deploy, and manage models in production with best-in-class compute and services such as Amazon SageMaker Data Wrangler, Amazon SageMaker Studio, Amazon SageMaker Canvas, Amazon SageMaker Model Registry, Amazon SageMaker Feature Store, Amazon SageMaker …