AWS Machine Learning Blog

MAY 7, 2024

Using generative AI and new multimodal foundation models (FMs) could be very strategic for Veritone and the businesses they serve, because it would significantly improve media indexing and retrieval based on contextual meaning—a critical first step to eventually generating new content.

Metadata 124

Metadata Generative AI Machine Learning Large Language Models 124

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. It can take up to 20 minutes for the setup to complete.

ML 89

ML Machine Learning Auto-complete Auto-classification 89

AWS Machine Learning Blog

SEPTEMBER 24, 2024

To address this challenge, the contact center team at DoorDash wanted to harness the power of generative AI to deploy a solution quickly, and at scale, while maintaining their high standards for issue resolution and customer satisfaction. This represents about a full page of text. For the percentage overlap, use 10%. Choose Next.

Generative AI 95

Generative AI Auto-complete LLM Automation 95

AWS Machine Learning Blog

JUNE 13, 2023

Forethought is a leading generative AI suite for customer service. Once these gaps are identified, SupportGPT can automatically generate articles and other content to fill these knowledge voids, ensuring the support knowledge base remains customer-centric and up to date. The following diagram illustrates our legacy architecture.

Generative AI 75

Generative AI Auto-complete AI Modeling Machine Learning 75

AWS Machine Learning Blog

SEPTEMBER 18, 2024

Similarly, a study by Meta AI and Carnegie Melon university found that, in the worst cases, 43 percent of compute time was wasted because of overheads due to hardware failures. This can adversely impact a customer’s ability to keep up with the pace of innovation in generative AI and can also increase the time-to-market for their models.

Auto-complete 106

Auto-complete ML Generative AI Deep Learning 106

NVIDIA

JUNE 7, 2024

In early trials, cuOpt delivered routing solutions in 10 seconds , achieving a 90% reduction in cloud costs and enabling technicians to complete more service calls daily. The company found that data scientists were having to remove features from algorithms just so they would run to completion.

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Auto-complete Metadata Data Scientist Data Science 128

AWS Machine Learning Blog

MAY 22, 2024

With the advancement of Generative AI , we can use vision-language models (VLMs) to predict product attributes directly from images. You can use a managed service, such as Amazon Rekognition , to predict product attributes as explained in Automating product description generation with Amazon Bedrock.

Generative AI 128

Generative AI Machine Learning Natural Language Processing Large Language Models 128

AWS Machine Learning Blog

JUNE 11, 2024

Launch the instance using Neuron DLAMI Complete the following steps: On the Amazon EC2 console, choose your desired AWS Region and choose Launch Instance. You can update your Auto Scaling groups to use new AMI IDs without needing to create new launch templates or new versions of launch templates each time an AMI ID changes.

Deep Learning 115

Deep Learning ML Automation Auto-complete 115

AWS Machine Learning Blog

MAY 17, 2023

AWS delivers services that meet customers’ artificial intelligence (AI) and machine learning (ML) needs with services ranging from custom hardware like AWS Trainium and AWS Inferentia to generative AI foundation models (FMs) on Amazon Bedrock. Download the generated text file to view the transcription. format(' '.join(chunk_summaries),

Large Language Models 82

Large Language Models Auto-complete ML Generative AI 82

AWS Machine Learning Blog

JUNE 20, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Auto-classification 128

Auto-classification LLM Prompt Engineering Prompt Engineer 128

AWS Machine Learning Blog

JANUARY 8, 2024

When the script ends, a completion status along with the time taken will be returned to the SageMaker studio console. These JSON files will contain all the Amazon Textract metadata, including the text that was extracted from within the documents. This is a key prerequisite to using your documents for generative AI and search.

IDP 104

IDP Python Auto-complete Machine Learning 104

AWS Machine Learning Blog

APRIL 16, 2024

To learn more about SageMaker Studio JupyterLab Spaces, refer to Boost productivity on Amazon SageMaker Studio: Introducing JupyterLab Spaces and generative AI tools. To store information in Secrets Manager, complete the following steps: On the Secrets Manager console, choose Store a new secret.

Data Scientist 109

Data Scientist Generative AI Machine Learning Auto-complete 109

ODSC - Open Data Science

AUGUST 24, 2023

LLMs such as GPT-4 , PaLM-2 , Llama-2 , and others are propelling the surge of Generative AI, ushering in novel applications that are reshaping both technological and business landscapes. Evaluating Prompt Completion: The goal is to establish effective evaluation criteria to gauge LLMs’ performance across tasks and domains.

Prompt Engineering 52

Prompt Engineering Prompt Engineer Large Language Models Responsible AI 52

Snorkel AI

MARCH 2, 2023

I am Ali Arsanjani, and I lead partner engineering for Google Cloud, specializing in the area of AI-ML, and I’m very happy to be here today with everyone. Others, toward language completion and further downstream tasks. In retail: generating product descriptions and recommendations and customer churn and these types of things.

Large Language Models 52

Large Language Models Prompt Engineering Prompt Engineer Neural Network 52

Snorkel AI

MARCH 2, 2023

I am Ali Arsanjani, and I lead partner engineering for Google Cloud, specializing in the area of AI-ML, and I’m very happy to be here today with everyone. Others, toward language completion and further downstream tasks. In retail: generating product descriptions and recommendations and customer churn and these types of things.

Large Language Models 52

Large Language Models Prompt Engineering Prompt Engineer Neural Network 52

The MLOps Blog

JANUARY 19, 2024

But nowadays, it is used for various tasks, ranging from language modeling to computer vision and generative AI. The encoder receives the inputs and generates a contextualized interpretation of the inputs, called embeddings. This helps in training large AI models, even on computers with little memory. <pre

LLM 52

LLM Auto-complete Large Language Models Natural Language Processing 52

AWS Machine Learning Blog

JULY 16, 2024

NVIDIA NeMo Framework NVIDIA NeMo is an end-to-end cloud-centered framework for training and deploying generative AI models with billions and trillions of parameters at scale. NVIDIA NeMo simplifies generative AI model development, making it more cost-effective and efficient for enterprises. 24xlarge instances.

Generative AI 122

Generative AI Auto-complete Auto-classification Deep Learning 122

AWS Machine Learning Blog

SEPTEMBER 21, 2023

We normalize these images into a set of uniform thumbnails, which constitute the functional input for the active learning pipeline (auto-labeling and inference). The auto-labeling pipeline focuses on automating SageMaker Ground Truth jobs and sampling images for labeling through those jobs.

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Auto-complete Machine Learning Computer Vision ML 118

AWS Machine Learning Blog

AUGUST 6, 2024

Originating from advancements in artificial intelligence (AI) and deep learning, these models are designed to understand and translate descriptive text into coherent, aesthetically pleasing music. Generative AI models are revolutionizing music creation and consumption. Create a Hugging Face model. Deploy the model on SageMaker.

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Auto-complete Metadata Generative AI Deep Learning 90

AWS Machine Learning Blog

SEPTEMBER 11, 2024

Training job resiliency with the job auto resume functionality – In this section, we demonstrate how scientists can submit and manage their distributed training jobs using either the native Kubernetes CLI (kubectl) or optionally the new HyperPod CLI (hyperpod) with automatic job recovery enabled.

Auto-complete 77

Auto-complete ML Machine Learning Automation 77

Flipboard

NOVEMBER 27, 2024

The application needs to search through the catalog and show the metadata information related to all of the data assets that are relevant to the search context. This allows FMs to retain their inductive abilities while grounding their language understanding and generation in well-structured domain knowledge and logical reasoning.

Metadata 149

Metadata Auto-complete Data Discovery ML Engineer 149

AWS Machine Learning Blog

DECEMBER 11, 2024

Generative AI provides the ability to take relevant information from a data source and deliver well-constructed answers back to the user. Building a generative AI -based conversational application that is integrated with the data sources that contain relevant content requires time, money, and people.

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Auto-complete IDP Generative AI Metadata 98

AWS Machine Learning Blog

FEBRUARY 3, 2025

They proceed to verify the accuracy of the generated answer by selecting the buttons, which auto play the source video starting at that timestamp. The knowledge base sync process handles chunking and embedding of the transcript, and storing embedding vectors and file metadata in an Amazon OpenSearch Serverless vector database.

UX Design 90

UX Design Auto-complete LLM Prompt Engineering 90

AWS Machine Learning Blog

NOVEMBER 22, 2024

Amazon Q Business is a conversational assistant powered by generative AI that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems, which each user is authorized to access. On the Settings tab, note the Metadata URI. For Name , enter [link].

IDP 83

IDP Auto-complete Python Generative AI 83

AWS Machine Learning Blog

JANUARY 9, 2025

DSX provides unmatched prevention and explainability by using a powerful combination of deep learning-based DSX Brain and generative AI DSX Companion to protect systems from known and unknown malware and ransomware in real-time.

Deep Learning 105

Deep Learning Neural Network Explainability AI 105