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Bridging Large Language Models and Business: LLMops

Unite.AI

The roadmap to LLM integration have three predominant routes: Prompting General-Purpose LLMs : Models like ChatGPT and Bard offer a low threshold for adoption with minimal upfront costs, albeit with a potential price tag in the long haul. Let's delve into the LLMOps workflow depicted in the illustration, exploring each stage comprehensively.

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The most valuable AI use cases for business

IBM Journey to AI blog

YouTube will deliver a curated feed of content suited to customer interests. Creative AI use cases Create with generative AI Generative AI tools such as ChatGPT, Bard and DeepAI rely on limited memory AI capabilities to predict the next word, phrase or visual element within the content it’s generating.

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Build an end-to-end MLOps pipeline for visual quality inspection at the edge – Part 3

AWS Machine Learning Blog

The sample use case used for this series is a visual quality inspection solution that can detect defects on metal tags, which you can deploy as part of a manufacturing process. In a production setting, you can decide to automatically notify another system that takes care of removing faulty metal tags from the production line.

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Build an end-to-end MLOps pipeline using Amazon SageMaker Pipelines, GitHub, and GitHub Actions

AWS Machine Learning Blog

Data scientists, ML engineers, IT staff, and DevOps teams must work together to operationalize models from research to deployment and maintenance. However, make sure that the token has access to the repository’s contents and actions (workflows, runs, and artifacts). You can create either a classic or fine-grained access token.

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CVAT: Computer Vision Annotation Tool – 2024 Guide

Viso.ai

Businesses and organizations popularly use CVAT for image annotation, in combination with a broad set of additional tools for AI model management, application development, DevOps, deployment, operations, and edge device management. Several top-rated, and popular enterprise computer vision annotation services and products are based on CVAT.

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Supercharge your AI team with Amazon SageMaker Studio: A comprehensive view of Deutsche Bahn’s AI platform transformation

AWS Machine Learning Blog

These tags also help track associated costs for the domain. The CMK encrypts both the SageMaker domain’s file system contents stored in Amazon EFS and the contents of the S3 bucket (data-bucket) that is provisioned to store data for SageMaker processing and transformation jobs.

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MLflow: Simplifying Machine Learning Experimentation

Viso.ai

MLflow can be seen as a tool that fits within the MLOps (synonymous with DevOps) framework. Can have tags for tracking attributes (e.g., Example: “task” tag for identifying question-answering models. Personalized Learning Platform : A company tailors educational content for individual students.