AWS Machine Learning

MARCH 18, 2025

Additionally, the complexity increases due to the presence of synonyms for columns and internal metrics available. I am creating a new metric and need the sales data. Can you provide me the sales at country level for 2023 ?") In this post, we explore using Amazon Bedrock to create a text-to-SQL application using RAG.

Enterprise 92

Enterprise Chatbots Engineering Metrics 92

AWS Machine Learning

APRIL 17, 2024

Metrics allow teams to understand workload behavior and optimize resource allocation and utilization, diagnose anomalies, and increase overall infrastructure efficiency. Metrics are exposed to Amazon Managed Service for Prometheus by the neuron-monitor DaemonSet, which deploys a minimal container, with the Neuron tools installed.

APIs 116

APIs Metrics Accountability Management 116

AWS Machine Learning

APRIL 29, 2024

Dataset collection We followed the methodology outlined in the PMC-Llama paper [6] to assemble our dataset, which includes PubMed papers sourced from the Semantic Scholar API and various medical texts cited within the paper, culminating in a comprehensive collection of 88 billion tokens. arXiv preprint arXiv:2308.04014 (2023).

APIs 119

APIs Healthcare Scripts Enterprise 119

AWS Machine Learning

JULY 10, 2024

This process enhances task-specific model performance, allowing the model to handle custom use cases with task-specific performance metrics that meet or surpass more powerful models like Anthropic Claude 3 Sonnet or Anthropic Claude 3 Opus. Under Output data , for S3 location , enter the S3 path for the bucket storing fine-tuning metrics.

APIs 128

APIs Airlines Metrics Engineering 128

AWS Machine Learning

OCTOBER 24, 2024

Since the inception of AWS GenAIIC in May 2023, we have witnessed high customer demand for chatbots that can extract information and generate insights from massive and often heterogeneous knowledge bases. Mean Reciprocal Rank (MRR) – This metric considers the ranking of the retrieved documents.

Chatbots 82

Chatbots Metrics Scripts APIs 82

AWS Machine Learning

OCTOBER 24, 2023

In 2023, T-Mobile launched the Voicemail to Text Translate feature. Since its introduction, the usage of Voicemail to Text service has grown and it transcribes 126 million voicemail messages per month as of July 2023. T-Mobile US, Inc.

APIs 109

APIs Engineering Metrics Technology 109

CSM Magazine

NOVEMBER 4, 2024

from 2023 to 2030. Ongoing Optimization Continuous testing and analytics around localized content performance, engagement metrics, changing trends and needs enable refinement and personalization. The global language services market size was valued at USD 71.77 Local cultural consultants help align content.

Customer Experience 52

Customer Experience APIs Advertising Marketing 52

AWS Machine Learning

SEPTEMBER 25, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing 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.

APIs 114

APIs Call flow Accountability Technology 114

AWS Machine Learning

FEBRUARY 25, 2025

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, 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.

Chatbots 70

Chatbots Engineering Automotive Metrics 70

AWS Machine Learning

APRIL 17, 2023

To help you build the right expectation of model performance, besides model AUC, Amazon Fraud Detector also reports uncertainty range metrics. The following table defines these metrics. To update the event label call the update_event_label API: import boto3 def update_event_label(event, context): fraudDetector = boto3.client('frauddetector')

APIs 84

APIs Government Metrics Engineering 84

AWS Machine Learning

AUGUST 2, 2024

Investors and analysts closely watch key metrics like revenue growth, earnings per share, margins, cash flow, and projections to assess performance against peers and industry trends. Draft a comprehensive earnings call script that covers the key financial metrics, business highlights, and future outlook for the given quarter.

Engineering 124

Engineering Scripts Metrics APIs 124

AWS Machine Learning

AUGUST 26, 2024

From the period of September 2023 to March 2024, sellers leveraging GenAI Account Summaries saw a 4.9% Solution impact Since its inception in 2023, more than 100,000 GenAI Account Summaries have been generated, and AWS sellers report an average of 35 minutes saved per GenAI Account Summary. increase in value of opportunities created.

Sales 119

Sales Accountability Feedback Metrics 119

AWS Machine Learning

MAY 1, 2024

Validation loss and validation perplexity – Similar to the training metrics, but measured during the validation stage. Use the model You can access your fine-tuned LLM through the Amazon Bedrock console, API, CLI, or SDKs. Training perplexity – A measure of the model’s surprise when encountering text during training.

APIs 120

APIs SaaS Accountability Chatbots 120

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. In Part 1, we focus on creating accurate and reliable agents.

Best practices 94

Best practices APIs Metrics Accountability 94

AWS Machine Learning

NOVEMBER 21, 2023

In Sept 2023, Amazon Textract launched the Layout feature that automatically extracts layout elements such as paragraphs, titles, lists, headers, and footers and orders the text and elements as a human would read. The LAYOUT feature of AnalyzeDocument API can now detect up to ten different layout elements in a document’s page.

APIs 105

APIs Construction Metrics Education 105

AWS Machine Learning

NOVEMBER 20, 2023

Retrieval Augmented Generation (RAG) allows you to provide a large language model (LLM) with access to data from external knowledge sources such as repositories, databases, and APIs without the need to fine-tune it. To retrieve your Pinecone keys, open the Pinecone console and choose API Keys. Python 3.10

APIs 116

APIs Entertainment Accountability Customer Experience 116

AWS Machine Learning

APRIL 20, 2023

Each machine learning (ML) system has a unique service level agreement (SLA) requirement with respect to latency, throughput, and cost metrics. The latency, concurrency, and cost metrics from the advanced job help you make informed decisions about the ML serving infrastructure for mission-critical applications. Running Advanced job.

APIs 91

APIs Metrics Benchmark Engineering 91

AWS Machine Learning

JULY 11, 2024

To enable secure and scalable model customization, Amazon Web Services (AWS) announced support for customizing models in Amazon Bedrock at AWS re:Invent 2023. After the custom model is created, the workflow invokes the Amazon Bedrock CreateProvisionedModelThroughput API to create a provisioned throughput with no commitment.

APIs 121

APIs Accountability Enterprise Best practices 121

AWS Machine Learning

APRIL 4, 2024

This solution was implemented at a Fortune 500 media customer in H1 2023 and can be reused for other customers interested in building news recommenders. Each model variation was evaluated based on metrics reported by Amazon Personalize on the training data, as well as custom offline metrics on a holdout test dataset.

Personalization 96

Personalization APIs Engineering Metrics 96

JustCall

APRIL 5, 2023

Top 8 Mitel Alternatives to Consider for 2023 JustCall Avaya 8×8 RingCentral Cisco Microsoft Vonage Nextiva 1. Call Recording and Analytics JustCall also provides intuitive call recording and analytics features to help you track call metrics and improve the customer service experience. if neccessary. G2 Rating: 4.3 G2 Rating: 4.4

APIs 52

APIs Analytics Enterprise Feedback 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 122

Benchmark Metrics Enterprise APIs 122

AWS Machine Learning

JUNE 6, 2023

Solution overview To demonstrate the new functionality, we work with two datasets: leads and web marketing metrics. These datasets can be used to build a model that predicts if a lead will convert into a sale given marketing activities and metrics captured for that lead. The following screenshot shows an example of this data.

APIs 90

APIs Metrics Telecommunications Marketing 90

JustCall

APRIL 4, 2023

It is also critical to look for CRM systems with open APIs that allow easy integration with other software systems. Use reporting and analytics: Reporting and analytics tools can provide invaluable insights into key metrics such as call volumes, call lengths, and customer behavior.

CRM 52

CRM voip APIs Sales 52

Nicereply

JANUARY 18, 2023

Best help desk software tools of 2023 Out of hundreds of help desk software providers available on the market, how do you choose the one that will be best suited to your business needs? Check out these best help desk software solutions you might want to consider for your business in 2023.

Self service 52

Self service Enterprise Analytics APIs 52

AWS Machine Learning

SEPTEMBER 14, 2023

Semi-structured input Starting in 2023, Amazon Comprehend now supports training models using semi-structured documents. Subsequently, this function checks the status of the training job by invoking describe_document_classifier API. You can find more details about training data preparation and understand the custom classifier metrics.

APIs 115

APIs Government Accountability Engineering 115

AWS Machine Learning

SEPTEMBER 1, 2023

In this scenario, the generative AI application, designed by the consumer, must interact with the fine-tuner backend via APIs to deliver this functionality to the end-users. An example of a proprietary model is Anthropic’s Claude model, and an example of a high performing open-source model is Falcon-40B, as of July 2023.

Engineering 122

Engineering Accountability Construction APIs 122

JustCall

APRIL 18, 2023

Based on these metrics, you can make data-aware decisions regarding which leads require a follow-up and when. JustCall IQ is a key proposition of JustCall, enabling call centers with AI capabilities that fuel their sales metrics and set newer benchmarks. The post 10 Best Call Center Software: 2023 Updated List appeared first on.

call center software 52

call center software Call Center call center solutions Enterprise 52

AWS Machine Learning

SEPTEMBER 18, 2023

Informing design decisions towards more sustainable choices reduces the overall urban heat islands (UHI) effect and improves quality of life metrics for air quality, water quality, urban acoustics, biodiversity, and thermal comfort. The solution presented here is to direct decision-making processes for resilient city design.

APIs 113

APIs Consulting Consulting Construction 113

AWS Machine Learning

APRIL 22, 2024

Figure 4 illustrates the AWS generative AI stack as of 2023, which offers a set of capabilities that encompass choice, breadth, and depth across all layers. Establish a metrics pipeline to provide insights into the sustainability contributions of your generative AI initiatives.

Best practices 130

Best practices Benchmark Transportation Engineering 130

AWS Machine Learning

MAY 7, 2024

With SageMaker JumpStart, you can evaluate, compare, and select FMs quickly based on predefined quality and responsibility metrics to perform tasks like article summarization and image generation. To deploy a model from SageMaker JumpStart, you can use either APIs, as demonstrated in this post, or use the SageMaker Studio UI.

Engineering 115

Engineering Chatbots Technical Support Best practices 115

Hodusoft

NOVEMBER 29, 2022

Top 10 Contact Center Software for 2022-2023. This blog post lists the top 10 contact center solutions that gained a lot of popularity in 2022 and are poised to keep up the momentum in 2023 and beyond. Using Genesys Cloud CX, contact center owners can effortlessly handle interactions and metrics and address problems quickly.

Contact center software 40

Contact center software Contact Center Interactive Voice Response contact center solutions 40

AWS Machine Learning

NOVEMBER 14, 2023

Source: Generative AI on AWS (O’Reilly, 2023) LoRA has gained popularity recently for several reasons. During fine-tuning, we integrate SageMaker Experiments Plus with the Transformers API to automatically log metrics like gradient, loss, etc. QLoRA reduces the computational cost of fine-tuning by quantizing model weights.

Management 109

Management Best practices APIs Calibration 109

AWS Machine Learning

SEPTEMBER 29, 2023

In late 2023, Planet announced a partnership with AWS to make its geospatial data available through Amazon SageMaker. The SDK provides a Python client to Planet’s APIs, as well as a no-code command line interface (CLI) solution, making it easy to incorporate satellite imagery and geospatial data into Python workflows.

Engineering 130

Engineering Metrics Surveys APIs 130

AWS Machine Learning

DECEMBER 13, 2024

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. For instance, if the question is related to audience forecasting, the agent will invoke Amazon internal Audience Forecasting API.

Sales 90

Sales Advertising Engineering APIs 90

JustCall

APRIL 12, 2023

The post JustCall vs Aircall: A Comprehensive Comparison in 2023 appeared first on. However, on the whole, reviewers felt that it was JustCall that met the needs of business better by offering more value than AirCall, which is why they preferred doing business with JustCall.

Real estate 52

Real estate Interactive Voice Response CRM Call Center 52

AWS Machine Learning

JULY 24, 2023

If the model changes on the server side, the client has to know and change its API call to the new endpoint accordingly. Based on these metrics an informed decision can be made. If you’re using a different AMI (Amazon Linux 2023, Base Ubuntu etc.), We demonstrate the use of Neuron Top at the end of this blog.

Scripts 84

Scripts APIs Best practices Engineering 84

AWS Machine Learning

MAY 22, 2023

You can monitor performance metrics such as training and validation loss using Amazon CloudWatch during training. job name: jumpstart-demo-xl-3-2023-04-06-08-16-42-738 INFO:sagemaker:Creating training-job with name: jumpstart-demo-xl-3-2023-04-06-08-16-42-738 When the training is complete, you have a fine-tuned model at model_uri.

APIs 106

APIs Scripts Metrics Accountability 106