AWS Machine Learning

JANUARY 28, 2025

During re:Invent 2024, we launched latency-optimized inference for foundation models (FMs) in Amazon Bedrock. To effectively optimize AI applications for responsiveness, we need to understand the key metrics that define latency and how they impact user experience. These metrics are shown in the following diagram.

Benchmark 72

Benchmark APIs Engineering Metrics 72

AWS Machine Learning

FEBRUARY 24, 2025

The 2501 version follows previous iterations (Mistral-Small-2409 and Mistral-Small-2402) released in 2024, incorporating improvements in instruction-following and reliability. At the time of writing this post, you can use the InvokeModel API to invoke the model. It doesnt support Converse APIs or other Amazon Bedrock tooling.

APIs 86

APIs Enterprise Benchmark Feedback 86

AWS Machine Learning

DECEMBER 2, 2024

At re:Invent 2024, we are excited to announce new capabilities to speed up your AI inference workloads with NVIDIA accelerated computing and software offerings on Amazon SageMaker. This post is co-written with Abhishek Sawarkar, Eliuth Triana, Jiahong Liu and Kshitiz Gupta from NVIDIA.

Enterprise 110

Enterprise Benchmark Technology APIs 110

AWS Machine Learning

JULY 25, 2024

If it detects error messages specifically related to the Neuron device (which is the Trainium or AWS Inferentia chip), it will change NodeCondition to NeuronHasError on the Kubernetes API server. The node recovery agent is a separate component that periodically checks the Prometheus metrics exposed by the node problem detector.

Construction 113

Construction Metrics Scripts Engineering 113

AWS Machine Learning

OCTOBER 29, 2024

SageMaker Model Monitor emits per-feature metrics to Amazon CloudWatch , which you can use to set up dashboards and alerts. You can use cross-account observability in CloudWatch to search, analyze, and correlate cross-account telemetry data stored in CloudWatch such as metrics, logs, and traces from one centralized account.

Government 104

Government Metrics Accountability APIs 104

AWS Machine Learning

JULY 18, 2024

The ingestion workflow transforms these curated questions into vector embeddings using Amazon Titan Text Embeddings model API. Specific accounting knowledge that is relevant to the question and the model is not familiar with, such as updated data for 2024. The vector embeddings are persisted in the application in-memory vector store.

Chatbots 133

Chatbots APIs Accountability Finance 133

AWS Machine Learning

SEPTEMBER 11, 2024

Amazon EKS creates a highly available endpoint for the managed Kubernetes API server that you use to communicate with your cluster (using tools like kubectl). The managed endpoint uses Network Load Balancer to load balance Kubernetes API servers. This VPC doesn’t appear in the customer account. Replace the Instance.

APIs 85

APIs Accountability Metrics Management 85

AWS Machine Learning

OCTOBER 2, 2024

In addition, they use the developer-provided instruction to create an orchestration plan and then carry out the plan by invoking company APIs and accessing knowledge bases using Retrieval Augmented Generation (RAG) to provide an answer to the user’s request. user id 111 Today: 09/03/2024 Certainly! Your appointment ID is XXXX.

Best practices 98

Best practices APIs Metrics Accountability 98

AWS Machine Learning

APRIL 29, 2024

In 2024, however, organizations are using large language models (LLMs), which require relatively little focus on NLP, shifting research and development from modeling to the infrastructure needed to support LLM workflows. This often means the method of using a third-party LLM API won’t do for security, control, and scale reasons.

APIs 124

APIs Engineering Scripts Management 124

AWS Machine Learning

JULY 11, 2024

The workflow invokes the Amazon Bedrock CreateModelCustomizationJob API synchronously to fine tune the base model with the training data from the S3 bucket and the passed-in hyperparameters. An AWS Lambda function is called to evaluate the quality of the summarization done by custom model and the base model using the BERTScore metric.

APIs 128

APIs Accountability Enterprise Best practices 128

AWS Machine Learning

AUGUST 26, 2024

From the period of September 2023 to March 2024, sellers leveraging GenAI Account Summaries saw a 4.9% This involves benchmarking new models against our current selections across various metrics, running A/B tests, and gradually incorporating high-performing models into our production pipeline. The impact goes beyond just efficiency.

Sales 126

Sales Accountability Feedback Metrics 126

AWS Machine Learning

MAY 10, 2024

Validation loss and validation perplexity – Similar to the training metrics, but measured during the validation stage. On an order of magnitude, the two models performed about the same along these metrics on the provided data. Training perplexity – Measures the model’s surprise when encountering text during training.

APIs 125

APIs Metrics SaaS Accountability 125

AWS Machine Learning

DECEMBER 13, 2024

In early 2024, Amazon launched a major push to harness the power of Twitch for advertisers globally. It evaluates each user query to determine the appropriate course of action, whether refusing to answer off-topic queries, tapping into the LLM, or invoking APIs and data sources such as the vector database.

Sales 100

Sales Advertising Engineering APIs 100

AWS Machine Learning

MAY 9, 2024

FAST has earned a fourth consecutive leader ranking in the 2024 ISG Provider Lens report for its seamless integration with Verisk’s data, analytics, and claims tools. Through some slick prompt engineering and using Claude’s latest capabilities to invoke APIs, Verisk seamlessly accessed their database to procure real-time information.

Engineering 129

Engineering Customer Support APIs Government 129

AWS Machine Learning

MAY 17, 2024

SageMaker has seamless logging, monitoring, and auditing enabled for deployed models with native integrations with services like AWS CloudTrail for logging and monitoring to provide insights into API calls and Amazon CloudWatch to collect metrics, logs, and event data to provide information into the model’s resource utilization.

Benchmark 124

Benchmark APIs Personalization Enterprise 124

Balto

AUGUST 23, 2024

Here’s the good news: in 2024, we have a wide array of capable call center quality assurance software solutions that can streamline QA processes, automate manual tasks, and deliver insightful reports to support decision-making. The post Top 5 Call Center Quality Assurance Software for 2024 appeared first on Balto.

Call Center 52

Call Center Coaching Surveys Contact Center 52

AWS Machine Learning

MAY 2, 2024

As new embedding models are released with incremental quality improvements, organizations must weigh the potential benefits against the associated costs of upgrading, considering factors like computational resources, data reprocessing, integration efforts, and projected performance gains impacting business metrics.

Benchmark 127

Benchmark Metrics Enterprise APIs 127

AWS Machine Learning

JULY 9, 2024

These applications require the LLMs to have requisite domain knowledge and be able to reason about numeric data to calculate metrics and extract insights. Sonnet is currently ranked number one (as of July 2024), demonstrating Anthropic’s strengths in the business and finance domain. Anthropic Claude 3.5

Finance 123

Finance Benchmark industry standards Accountability 123

AWS Machine Learning

APRIL 22, 2024

Figure 1: Examples of generative AI for sustainability use cases across the value chain According to KPMG’s 2024 ESG Organization Survey , investment in ESG capabilities is another top priority for executives as organizations face increasing regulatory pressure to disclose information about ESG impacts, risks, and opportunities.

Best practices 138

Best practices Benchmark Transportation Engineering 138

AWS Machine Learning

NOVEMBER 22, 2023

Also learn how prompts can be integrated with your architecture and how to use API parameters for tuning the model parameters using Amazon Bedrock. See demos on how to build analytics dashboards and integrations between LLMs and Amazon QuickSight to visualize your key metrics. Reserve your seat now! Reserve your seat now!

Engineering 136

Engineering Best practices APIs Government 136

AWS Machine Learning

SEPTEMBER 19, 2024

Users initiate the process by calling the SageMaker control plane through APIs or command line interface (CLI) or using the SageMaker SDK for each individual step. Create a Weights & Biases API key to access the Weights & Biases dashboard for logging and monitoring Request a SageMaker service quota for 1x ml.p4d.24xlarge

Engineering 96

Engineering APIs Scripts Metrics 96

AWS Machine Learning

APRIL 8, 2024

In January 2024, Amazon SageMaker launched a new version (0.26.0) You can enable your desired strategy ( shard-over-heads , for example) with the following code: option.group_query_attention=shard-over-heads Additionally, the new implementation of NeuronX DLC introduces a cache API for TransformerNeuronX that enables access to the KV cache.

Engineering 112

Engineering Calibration APIs Enterprise 112

AWS Machine Learning

NOVEMBER 16, 2023

Users from several business units were trained and onboarded to the platform, and that number is expected to grow in 2024. Another important metric is the efficiency for data science users. The following outcomes were achieved: User adoption is one of the key leading indicators for Philips.

Healthcare 119

Healthcare Government Engineering APIs 119

CSM Magazine

MARCH 5, 2024

from 2024, fueled by several trends, including the use of smartphones. Enhanced self-management: the patient mobile app can help patients track their symptoms, adherence to treatment, and other health metrics. Health data tracking: integrate with wearables and devices to track vital signs, medications, and other health metrics.

Healthcare 52

Healthcare Education Gamification Consulting 52

AWS Machine Learning

SEPTEMBER 11, 2024

In terms of resulting speedups, the approximate order is programming hardware, then programming against PBA APIs, then programming in an unmanaged language such as C++, then a managed language such as Python. In March 2024, AWS announced it will offer the new NVIDIA Blackwell platform, featuring the new GB200 Grace Blackwell chip.

Benchmark 105

Benchmark Banking Analytics Big data 105

AWS Machine Learning

DECEMBER 13, 2024

With SageMaker JumpStart, you can evaluate, compare, and select foundation models (FMs) quickly based on predefined quality and responsibility metrics to perform tasks such as article summarization and image generation. Crystal shares CWICs core functionalities but benefits from broader data sources and API access.

Analytics 85

Analytics Management Accountability Engineering 85

Hodusoft

MAY 10, 2024

As per recent stats the number of remote call center agents is expected to grow by 60 percent from 2022 to 2024. Consider APIs and third-party integrations available to extend functionality as needed. It just takes one natural disaster or pandemic to stop the entire call center operations for quite some time.

virtual call center 52

virtual call center Call Center Contact Center call center software 52

JivoChat

APRIL 13, 2021

Chatbots will drive $142 billion in consumer spending by 2024 — a meteoric surge from $2.8 Live chat could nudge them to decide based on a current performance metric that might be relevant to their needs. You can even build custom automated support solutions with an API. billion in 2019. Source: JivoChat.

Customer Service 40

Customer Service Chatbots Self service Abandon rate 40

AWS Machine Learning

JUNE 18, 2024

Guardrail objectives At the core of the architecture is Amazon Bedrock serving foundation models (FMs) with an API interface; the FM powers the conversational capabilities of the virtual agent. Designing a personalized CloudWatch dashboard involves the use of metric filters to extract targeted insights from logs. Virginia) AWS Region.

Engineering 124

Engineering Virtual Agent Finance Government 124

AWS Machine Learning

OCTOBER 21, 2024

This feature empowers customers to import and use their customized models alongside existing foundation models (FMs) through a single, unified API. Having a unified developer experience when accessing custom models or base models through Amazon Bedrock’s API. Ease of deployment through a fully managed, serverless, service. 2, 3, 3.1,

APIs 142

APIs Scripts Finance Real estate 142

AWS Machine Learning

DECEMBER 4, 2024

In a production environment, you continue to use the existing Amazon Bedrock Inference APIs, such as the InvokeModel or Converse API, and turn on invocation logs that store model input data (prompts) and model output data (responses). The record can optionally include a system prompt that indicates the role assigned to the model.

APIs 117

APIs Metrics Healthcare Chatbots 117

AWS Machine Learning

APRIL 28, 2025

However, as industries require more adaptive, decision-making AI, integrating tools and external APIs has become essential. Expanding LLM capabilities with tool use LLMs excel at natural language tasks but become significantly more powerful with tool integration, such as APIs and computational frameworks.

APIs 100

APIs Benchmark Scripts Metrics 100

AWS Machine Learning

NOVEMBER 26, 2024

Amazon Bedrock Guardrails offer hallucination detection with contextual grounding checks, which can be seamlessly applied using Amazon Bedrock APIs (such as Converse or InvokeModel ) or embedded into workflows. The custom hallucination detector uses RAGAS metrics, which are generated using a CSV file containing question-answer pairs.

APIs 112

APIs Chatbots Metrics Finance 112

AWS Machine Learning

JANUARY 7, 2025

Amazon Bedrock Flows provide a powerful, low-code solution for creating complex generative AI workflows with an intuitive visual interface and with a set of APIs in the Amazon Bedrock SDK. Orchestration Amazon Bedrock Flows serves as the central orchestrator, managing the entire email processing pipeline.

Technical Support 106

Technical Support APIs Government Analytics 106

AWS Machine Learning

NOVEMBER 22, 2024

Implementation details We spin up the cluster by calling the SageMaker control plane through APIs or the AWS Command Line Interface (AWS CLI) or using the SageMaker AWS SDK. Optional) Create a Weights & Biases API key to access the Weights & Biases dashboard for logging and monitoring. on Hugging Face.

Scripts 89

Scripts APIs Construction Engineering 89

AWS Machine Learning

APRIL 30, 2025

Agent function calling represents a critical capability for modern AI applications, allowing models to interact with external tools, databases, and APIs by accurately determining when and how to invoke specific functions. Evaluation metric We use abstract syntax tree (AST) to evaluate the function calling performance.

APIs 109

APIs Construction Engineering Entertainment 109

AWS Machine Learning

NOVEMBER 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies such as AI21 Labs, Anthropic, Cohere, Meta, Mistral, 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.

APIs 106

APIs Surveys Chatbots Construction 106