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 124

Engineering Customer Support APIs Government 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 110

APIs Accountability Enterprise Best practices 110

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 CRM 52

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 109

Sales Accountability Feedback Metrics 109

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 112

Benchmark Metrics Enterprise APIs 112

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.

APIs 111

APIs Benchmark Personalization Enterprise 111

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 128

APIs Scripts Finance Real estate 128

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 78

Sales Advertising Engineering APIs 78

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 119

Best practices Benchmark Transportation Engineering 119

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 118

Engineering Best practices APIs Government 118

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 92

Engineering Calibration APIs Enterprise 92

AWS Machine Learning

JANUARY 14, 2025

For example, in the case of travel planning, the agent would need to maintain a high-level plan for checking weather forecasts, searching for hotel rooms and attractions, while simultaneously reasoning about the correct usage of a set of hotel-searching APIs. Since 2024, Raphael worked on multi-agent collaboration with LLM-based agents.

Finance 91

Finance Benchmark Enterprise Construction 91

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 69

Scripts APIs Construction Engineering 69

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

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 98

Healthcare Government Engineering APIs 98

AWS Machine Learning

NOVEMBER 22, 2024

This post and the subsequent code implementation were inspired by one of the International Conference on Machine Learning (ICML) 2024 best papers on LLM debates Debating with More Persuasive LLMs Leads to More Truthful Answers. Refer to the evaluation metrics section for accuracy definition) This continues for N(=3 in this notebook) rounds.

Consulting 84

Consulting Consulting APIs Calibration 84

AWS Machine Learning

NOVEMBER 25, 2024

John Snow Labs’ Medical Language Models is by far the most widely used natural language processing (NLP) library by practitioners in the healthcare space (Gradient Flow, The NLP Industry Survey 2022 and the Generative AI in Healthcare Survey 2024 ). Performance metrics, such as execution length time, is also included.

Healthcare 89

Healthcare APIs Surveys Best practices 89

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 85

Benchmark Banking Analytics Big data 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

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 65

Analytics Management Accountability Engineering 65

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

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 108

APIs Engineering Scripts Management 108

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 111

Engineering Virtual Agent Finance Government 111

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 114

Finance Benchmark industry standards Accountability 114

AWS Machine Learning

DECEMBER 2, 2024

Today at AWS re:Invent 2024, we are excited to announce a new feature for Amazon SageMaker inference endpoints: the ability to scale SageMaker inference endpoints to zero instances. These sub-minute metrics can help trigger scale-out actions more precisely, reducing the number of NoCapacityInvocationFailures your users might experience.

APIs 83

APIs Best practices Metrics Engineering 83

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 69

APIs Accountability Metrics Management 69

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 109

APIs Metrics SaaS Accountability 109

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 116

Chatbots APIs Accountability Finance 116

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 86

Engineering APIs Scripts Metrics 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 96

Enterprise Benchmark Technology APIs 96

AWS Machine Learning

DECEMBER 2, 2024

Today at AWS re:Invent 2024, we are excited to announce the new Container Caching capability in Amazon SageMaker, which significantly reduces the time required to scale generative AI models for inference. To run this benchmark, we use sub-minute metrics to detect the need for scaling. The following table summarizes our setup.

Engineering 82

Engineering APIs Benchmark Technology 82

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 95

APIs Chatbots Metrics Finance 95

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 93

APIs Surveys Chatbots Construction 93

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 87

Technical Support APIs Government Analytics 87