AWS Machine Learning Blog

MARCH 1, 2023

To solve this problem, we make the ML solution auto-deployable with a few configuration changes. The training and inference ETL pipeline creates ML features from the game logs and the player’s metadata stored in Athena tables, and stores the resulting feature data in an Amazon Simple Storage Service (Amazon S3) bucket.

Automation 88

Automation ETL Data Drift ML 88

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. JIT compiles the TorchScript code into an optimized intermediate representation, making it suitable for deployment in non-Python environments.

ML 85

ML Auto-classification Auto-complete Natural Language Processing 85

John Snow Labs

MAY 24, 2023

The major functionalities of LabelBox are: – Labeling data across all data modalities – Data, metadata and model predictions – Improving data and models LightTag LightTag is a text annotation tool that manages and executes text annotation projects. It annotates images, videos, text documents, audio, and HTML, etc.

Natural Language Processing 52

Natural Language Processing NLP Machine Learning Auto-classification 52

AWS Machine Learning Blog

MARCH 2, 2023

Transformer-based language models such as BERT ( Bidirectional Transformers for Language Understanding ) have the ability to capture words or sentences within a bigger context of data, and allow for the classification of the news sentiment given the current state of the world. eks-create.sh This will create one instance of each type.

BERT 75

BERT Deep Learning Metadata Auto-complete 75

The MLOps Blog

MARCH 12, 2024

Model management Teams typically manage their models, including versioning and metadata. Embeddings are essential for LLMs to understand natural language, enabling them to perform tasks like text classification, question answering, and more. using techniques like RLHF.) Models are often externally hosted and accessed via APIs.

Prompt Engineer 52

Prompt Engineer Prompt Engineering LLM Large Language Models 52

Dlabs.ai

JANUARY 16, 2023

The Mayo Clinic sponsored the Mayo Clinic – STRIP AI competition focused on image classification of stroke blood clot origin. Training Convolutional Neural Networks for image classification is time and resource-intensive. Using new_from_file only loads image metadata. Tile embedding Computer vision is a complex problem.

Neural Network 52

Neural Network ML Auto-classification Convolutional Neural Networks 52

AWS Machine Learning Blog

AUGUST 8, 2023

In cases where the MME receives many invocation requests, and additional instances (or an auto-scaling policy) are in place, SageMaker routes some requests to other instances in the inference cluster to accommodate for the high traffic. These labels include 1,000 class labels from the ImageNet dataset. !

BERT 78

BERT Deep Learning Auto-classification ML 78