AWS Machine Learning Blog
Category: Analytics
Build Streamlit apps in HAQM SageMaker AI Studio
Developing web interfaces to interact with a machine learning (ML) model is a tedious task. With Streamlit, developing demo applications for your ML solution is easy. Streamlit is an open-source Python library that makes it easy to create and share web apps for ML and data science. As a data scientist, you may want to […]
Implement unified text and image search with a CLIP model using HAQM SageMaker and HAQM OpenSearch Service
The rise of text and semantic search engines has made ecommerce and retail businesses search easier for its consumers. Search engines powered by unified text and image can provide extra flexibility in search solutions. You can use both text and images as queries. For example, you have a folder of hundreds of family pictures in […]
Accelerate time to insight with HAQM SageMaker Data Wrangler and the power of Apache Hive
HAQM SageMaker Data Wrangler reduces the time it takes to aggregate and prepare data for machine learning (ML) from weeks to minutes in HAQM SageMaker Studio. Data Wrangler enables you to access data from a wide variety of popular sources (HAQM S3, HAQM Athena, HAQM Redshift, HAQM EMR and Snowflake) and over 40 other third-party sources. […]
How Marubeni is optimizing market decisions using AWS machine learning and analytics
This post is co-authored with Hernan Figueroa, Sr. Manager Data Science at Marubeni Power International. Marubeni Power International Inc (MPII) owns and invests in power business platforms in the Americas. An important vertical for MPII is asset management for renewable energy and energy storage assets, which are critical to reduce the carbon intensity of our […]
AI/ML-driven actionable insights and themes for HAQM third-party sellers using AWS
The HAQM International Seller Growth (ISG) team runs the CSBA (Customer Service by HAQM) program that supports over 200,000 third-party Merchant Fulfilled Network (MFN) sellers. HAQM call centers facilitate hundreds of thousands of phone calls, chats, and emails going between the consumers and HAQM MFN sellers. The large volume of contacts creates a challenge for […]
How Kakao Games automates lifetime value prediction from game data using HAQM SageMaker and AWS Glue
This post is co-written with Suhyoung Kim, General Manager at KakaoGames Data Analytics Lab. Kakao Games is a top video game publisher and developer headquartered in South Korea. It specializes in developing and publishing games on PC, mobile, and virtual reality (VR) serving globally. In order to maximize its players’ experience and improve the efficiency […]
Extract non-PHI data from HAQM HealthLake, reduce complexity, and increase cost efficiency with HAQM Athena and HAQM SageMaker Canvas
In today’s highly competitive market, performing data analytics using machine learning (ML) models has become a necessity for organizations. It enables them to unlock the value of their data, identify trends, patterns, and predictions, and differentiate themselves from their competitors. For example, in the healthcare industry, ML-driven analytics can be used for diagnostic assistance and […]
Get smarter search results with the HAQM Kendra Intelligent Ranking and OpenSearch plugin
If you’ve had the opportunity to build a search application for unstructured data (i.e., wiki, informational web sites, self-service help pages, internal documentation, etc.) using open source or commercial-off-the-shelf search engines, then you’re probably familiar with the inherent accuracy challenges involved in getting relevant search results. The intended meaning of both query and document can […]
Power recommendations and search using an IMDb knowledge graph – Part 3
This three-part series demonstrates how to use graph neural networks (GNNs) and HAQM Neptune to generate movie recommendations using the IMDb and Box Office Mojo Movies/TV/OTT licensable data package, which provides a wide range of entertainment metadata, including over 1 billion user ratings; credits for more than 11 million cast and crew members; 9 million […]
Connecting HAQM Redshift and RStudio on HAQM SageMaker
Last year, we announced the general availability of RStudio on HAQM SageMaker, the industry’s first fully managed RStudio Workbench integrated development environment (IDE) in the cloud. You can quickly launch the familiar RStudio IDE and dial up and down the underlying compute resources without interrupting your work, making it easy to build machine learning (ML) […]