AWS Machine Learning Blog

FEBRUARY 12, 2025

The brand might be willing to absorb the higher costs of using a more powerful and expensive FMs to achieve the highest-quality classifications, because misclassifications could lead to customer dissatisfaction and damage the brands reputation. Consider another use case of generating personalized product descriptions for an ecommerce site.

Auto-classification 81

Auto-classification Metadata Generative AI Machine Learning 81

AWS Machine Learning Blog

NOVEMBER 14, 2024

However, model governance functions in an organization are centralized and to perform those functions, teams need access to metadata about model lifecycle activities across those accounts for validation, approval, auditing, and monitoring to manage risk and compliance. region_name ram_client = boto3.client('ram')

ML 90

ML Machine Learning Auto-complete Auto-classification 90

The MLOps Blog

JUNE 27, 2023

When thinking about a tool for metadata storage and management, you should consider: General business-related items : Pricing model, security, and support. When thinking about a tool for metadata storage and management, you should consider: General business-related items : Pricing model, security, and support. Can you compare images?

Machine Learning 134

Machine Learning Metadata Data Scientist Data Quality 134

Unite.AI

JUNE 24, 2024

MLOps , or Machine Learning Operations, is a multidisciplinary field that combines the principles of ML, software engineering, and DevOps practices to streamline the deployment, monitoring, and maintenance of ML models in production environments. What is MLOps? We also save the trained model as an artifact using wandb.save().

Data Drift 124

Data Drift Machine Learning Data Scientist ML 124

AWS Machine Learning Blog

MAY 31, 2023

Each model deployed with Triton requires a configuration file ( config.pbtxt ) that specifies model metadata, such as input and output tensors, model name, and platform. With a background in software engineering, she organically moved into an architecture role. Triton uses TorchScript for improved performance and flexibility.

ML 102

ML Auto-classification Auto-complete Natural Language Processing 102

The MLOps Blog

FEBRUARY 27, 2023

What I mean is when data scientists are working hand in hand with software engineers or MLOps engineers, that would then take over or wrap up the solution. What’s your approach to different modalities of classification detection and segmentation? ” Michal: To be honest, we don’t use Auto ML too often.

Computer Vision 52

Computer Vision Auto-classification Auto-complete ML 52