AWS Machine Learning

MARCH 27, 2025

Where discrete outcomes with labeled data exist, standard ML methods such as precision, recall, or other classic ML metrics can be used. These metrics provide high precision but are limited to specific use cases due to limited ground truth data. If the use case doesnt yield discrete outputs, task-specific metrics are more appropriate.

Education 109

Education Engineering APIs Enterprise 109

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 104

Enterprise Chatbots Engineering Metrics 104

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 123

APIs Metrics Accountability Management 123

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 90

Chatbots Metrics Scripts APIs 90

AWS Machine Learning

SEPTEMBER 28, 2023

That is why on April 13, 2023, we announced Amazon Bedrock , the easiest way to build and scale generative AI applications with foundation models. Agents for Bedrock are a game changer, allowing LLMs to complete complex tasks based on your own data and APIs, privately, securely, with setup in minutes (no training or fine tuning required).

APIs 139

APIs Enterprise Best practices Government 139

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 130

APIs Airlines Metrics Engineering 130

AWS Machine Learning

NOVEMBER 24, 2023

SageMaker Canvas now collects Amazon CloudWatch metrics that provide insight into app usage and idleness. All that is needed to do is change the line of code calling the DeleteApp API into CreateApp , as well as updating the cron expression to reflect the desired app creation time. 7PM on a work day, always shut down during weekends).

APIs 120

APIs Metrics Engineering Scripts 120

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 117

APIs Engineering Metrics Technology 117

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 123

APIs Healthcare Scripts Enterprise 123

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 95

APIs Government Metrics Engineering 95

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 119

APIs Call flow Accountability Technology 119

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

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 75

Chatbots Engineering Automotive Metrics 75

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 131

Engineering Scripts Metrics APIs 131

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 114

APIs Construction Metrics Education 114

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 126

Sales Accountability Feedback Metrics 126

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 123

APIs Entertainment Accountability Customer Experience 123

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 98

Best practices APIs Metrics Accountability 98

AWS Machine Learning

SEPTEMBER 18, 2024

Context In early 2023, Zeta’s machine learning (ML) teams shifted from traditional vertical teams to a more dynamic horizontal structure, introducing the concept of pods comprising diverse skill sets. From our experience, artifact server has some limitations, such as limits on artifact size (because of sending it using REST API).

APIs 120

APIs Engineering Analytics Marketing 120

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 99

APIs Metrics Benchmark Engineering 99

AWS Machine Learning

AUGUST 2, 2024

Queries are sent to the backend using a REST API defined in Amazon API Gateway , a fully managed service that makes it straightforward for developers to create, publish, maintain, monitor, and secure APIs at any scale, and implemented through an API Gateway private integration.

APIs 122

APIs Analytics Chatbots Engineering 122

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 130

APIs SaaS Accountability Education 130

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 128

APIs Accountability Enterprise Best practices 128

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 100

Personalization APIs Engineering Metrics 100

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 97

APIs Metrics Telecommunications Marketing 97

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 127

Benchmark Metrics Enterprise APIs 127

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 120

APIs Government Accountability Engineering 120

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 126

Engineering Accountability Construction APIs 126

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

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 100

Sales Advertising Engineering APIs 100

AWS Machine Learning

SEPTEMBER 7, 2023

if there are multiple, you can fetch available pipelines using boto3 api #and trigger the appropriate one based on your logic. The following piece of code illustrates the scenario where two different SageMaker pipeline runs are triggered: import boto3 def lambda_handler(event, context): items = [1, 2] #sagemaker client sm_client = boto3.client("sagemaker")

Best practices 122

Best practices Scripts Construction APIs 122

AWS Machine Learning

JUNE 12, 2023

OpenChatKit is an open-source LLM used to build general-purpose and specialized chatbot applications, released by Together Computer in March 2023 under the Apache-2.0 We compute cosine similarity distance metrics between the query embedding and the Wikipedia index to retrieve contextually relevant Wikipedia sentences. conversation.py

Chatbots 97

Chatbots APIs Engineering Enterprise 97

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 117

Management Best practices APIs Calibration 117

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 95

Scripts APIs Best practices Engineering 95