article thumbnail

Problem-solving tools offered by digital technology

Data Science Dojo

as defined by Belinda Goodrich, 2021) are: Project life cycle, Integration, Scope, Schedule, Cost, Quality, Resources, Communications, Risk, Procurement, Stakeholders, and Professional responsibility / ethics. But for more complicated problems, the interdisciplinary field of project management might be useful–i.e.,

article thumbnail

Enhancing Search Relevancy with Cohere Rerank 3.5 and Amazon OpenSearch Service

Flipboard

It supports advanced features such as result highlighting, flexible pagination, and k-nearest neighbor (k-NN) search for vector and semantic search use cases. The following figure demonstrates the performance improvements of Cohere Rerank 3.5 for project management evaluation. to 1.9%.

professionals

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

From RAG to fabric: Lessons learned from building real-world RAGs at GenAIIC – Part 2

AWS Machine Learning Blog

What caused inflation in 2021? The embedded image is stored in an OpenSearch index with a k-nearest neighbors (k-NN) vector field. If the query is not related to any of the available data sources, respond politely that you cannot assist with that request. Stock Prices Database The question is about a stock price.

Database 122
article thumbnail

Use DeepSeek with Amazon OpenSearch Service vector database and Amazon SageMaker

Flipboard

In most cases, you will use an OpenSearch Service vector database as a knowledge base, performing a k-nearest neighbor (k-NN) search to incorporate semantic information in the retrieval with vector embeddings. The user asked the question Whats the population increase of New York City from 2021 to 2023?

article thumbnail

How IDIADA optimized its intelligent chatbot with Amazon Bedrock

AWS Machine Learning Blog

In 2021, Applus+ IDIADA , a global partner to the automotive industry with over 30 years of experience supporting customers in product development activities through design, engineering, testing, and homologation services, established the Digital Solutions department.

article thumbnail

Implement semantic video search using open source large vision models on Amazon SageMaker and Amazon OpenSearch Serverless

Flipboard

The CLIP (Contrastive Language-Image Pre-training) model, introduced in 2021, represents a significant milestone in the field of computer vision. The query with embeddings is sent to the OpenSearch vector index, which performs a k-nearest neighbors (k-NN) search to retrieve relevant frame embeddings.

AWS 110
article thumbnail

Identifying defense coverage schemes in NFL’s Next Gen Stats

AWS Machine Learning Blog

Quantitative evaluation We utilize 2018–2020 season data for model training and validation, and 2021 season data for model evaluation. We design a K-Nearest Neighbors (KNN) classifier to automatically identify these plays and send them for expert review. Each season consists of around 17,000 plays.

ML 96