Remove 2019 Remove Clustering Remove K-nearest Neighbors
article thumbnail

Talk to your slide deck using multimodal foundation models hosted on Amazon Bedrock and Amazon SageMaker – Part 2

AWS Machine Learning Blog

This solution includes the following components: Amazon Titan Text Embeddings is a text embeddings model that converts natural language text, including single words, phrases, or even large documents, into numerical representations that can be used to power use cases such as search, personalization, and clustering based on semantic similarity.

AWS 126
article thumbnail

Identifying defense coverage schemes in NFL’s Next Gen Stats

AWS Machine Learning Blog

We design a K-Nearest Neighbors (KNN) classifier to automatically identify these plays and send them for expert review. As an example, in the following figure, we separate Cover 3 Zone (green cluster on the left) and Cover 1 Man (blue cluster in the middle). The Illustrated Transformer.” Selvaraju, Ramprasaath R.,

ML 89
article thumbnail

Spotify Music Recommendation Systems

PyImageSearch

Figure 3: How Spotify’s Discover Weekly works (source: Huq and Irvine, 2019 ). Spotify also establishes a taste profile by grouping the music users often listen into clusters. These clusters are not based on explicit attributes (e.g., Figure 6: Recurrent neural networks (source: Venkatachalam, 2019, Towards Data Science ).