AWS Machine Learning

JULY 24, 2024

Let’s explore two customer journeys: Selecting and evaluating foundation models – You can evaluate the performance of different pre-trained FMs on relevant datasets and metrics specific to your use case. After you process the data and select the required number of rows, you can log the data using the log_input API of MLflow.

APIs 127

APIs Engineering Metrics Enterprise 127

AWS Machine Learning

NOVEMBER 22, 2023

You can save time, money, and labor by implementing classifications in your workflow, and documents go to downstream applications and APIs based on document type. This helps you avoid throttling limits on API calls due to polling the Get* APIs. The metrics should include business metrics and technical metrics.

APIs 116

APIs Metrics Benchmark Enterprise 116

AWS Machine Learning

NOVEMBER 1, 2024

We also provide insights on how to achieve optimal results for different dataset sizes and use cases, backed by experimental data and performance metrics. Tools and APIs – For example, when you need to teach Anthropic’s Claude 3 Haiku how to use your APIs well. We focus on the task of answering questions about the table.

Best practices 96

Best practices APIs Finance Engineering 96

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 130

Engineering Scripts Metrics APIs 130

Nicereply

JANUARY 30, 2023

This can include anything from knowing how many people you need to hire and knowing exactly what metrics you need to hit, to determining if there are new tools that you’ll need to use in order to a ccomplish your goals. If so, what are some levers you might be able to pull to shift that metric, too?

Metrics 98

Metrics Finance APIs Customer Support 98

AWS Machine Learning

NOVEMBER 22, 2023

All of the AWS AI services (for example, Amazon Textract , Amazon Comprehend , or Amazon Comprehend Medical ) used in IDP solutions are fully managed AI services where AWS secures their physical infrastructure, API endpoints, OS, and application code, and handles service resilience and failover within a given region.

APIs 113

APIs Accountability Enterprise Transportation 113

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. Sonnet models.

Finance 116

Finance Benchmark Construction Enterprise 116

AWS Machine Learning

JANUARY 29, 2025

To facilitate this, the centralized account uses API gateways or other integration points provided by the LOBs AWS accounts. Inference profiles can be defined to track Amazon Bedrock usage metrics, monitor model invocation requests, or route model invocation requests to multiple AWS Regions for increased throughput.

Enterprise 97

Enterprise Government Accountability Finance 97

AWS Machine Learning

DECEMBER 6, 2023

To create a database, you will need a free API key from Pinecone. import pinecone import os # add Pinecone API key from app.pinecone.io Name the index retrieval-augmentation-aws and align the index dimension and metric parameters with those required by the embedding model (MiniLM in this case).

APIs 124

APIs Finance Metrics Management 124

AWS Machine Learning

JUNE 25, 2024

By deploying the Neuron Monitor DaemonSet across EKS nodes, developers can collect and analyze performance metrics from ML workload pods. In one flow, metrics gathered by Neuron Monitor are integrated with Prometheus, which is configured using a Helm chart for scalability and ease of management.

Metrics 94

Metrics Best practices Analytics Accountability 94

AWS Machine Learning

NOVEMBER 22, 2023

Pursue Metrics-Driven Quality and Continuous Improvement In IDP, what gets measured gets improved. Define and track key metrics related to document accuracy, processing times, and model efficacy. Defined metrics for IDP success – Establish and monitor clear metrics to measure the success and impact of the IDP operations.

Best practices 117

Best practices Metrics Feedback Enterprise 117

Help Scout

MAY 12, 2021

For a subscription business, this is a clear and simple metric. Your finance team, who may be involved with larger account billing. Find an ally in your finance or business analysis team who can help you understand the numbers that drive your business. Your sales team. Your existing support team. Know the numbers.

Customer retention 117

Customer retention Finance Customer effort Analytics 117

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 102

Sales Advertising Engineering APIs 102

AWS Machine Learning

OCTOBER 8, 2024

Throughout this blog post, we will be talking about AutoML to indicate SageMaker Autopilot APIs, as well as Amazon SageMaker Canvas AutoML capabilities. The following diagram depicts the basic AutoMLV2 APIs, all of which are relevant to this post. The diagram shows the workflow for building and deploying models using the AutoMLV2 API.

Metrics 93

Metrics APIs Sales Accountability 93

AWS Machine Learning

NOVEMBER 21, 2022

Organizations across industries such as retail, banking, finance, healthcare, manufacturing, and lending often have to deal with vast amounts of unstructured text documents coming from various sources, such as news, blogs, product reviews, customer support channels, and social media. Fine-tune the pre-trained model on a new custom dataset.

Scripts 98

Scripts Metrics APIs Healthcare 98

AWS Machine Learning

DECEMBER 18, 2023

Industries such as Finance, Retail, Supply Chain Management, and Logistics face the risk of missed opportunities, increased costs, inefficient resource allocation, and the inability to meet customer expectations. Solution overview Users persist their transactional time series data in MongoDB Atlas.

Finance 120

Finance APIs Big data Analytics 120

ChurnZero

MARCH 18, 2022

With so many SaaS metrics floating around, and even more opinions on when and how to use them, it can be hard to know if youre measuring what really matters. all the metrics your CEO and CFO care about) and set the context for their usage. all the metrics your CEO and CFO care about) and set the context for their usage.

SaaS 52

SaaS Metrics Surveys Enterprise 52

AWS Machine Learning

JUNE 28, 2022

Time series forecasting is useful in multiple fields, including retail, finance, logistics, and healthcare. Amazon Forecast is a time-series forecasting service based on machine learning (ML) and built for business metrics analysis. For HPO, we use the RRSE as the evaluation metric for all the three algorithms. LSTNet with HPO.

Metrics 98

Metrics Healthcare Transportation Accountability 98

AWS Machine Learning

JANUARY 7, 2025

The translation playground could be adapted into a scalable serverless solution as represented by the following diagram using AWS Lambda , Amazon Simple Storage Service (Amazon S3), and Amazon API Gateway. Also note the completion metrics on the left pane, displaying latency, input/output tokens, and quality scores.

Engineering 111

Engineering Metrics industry standards Finance 111

AWS Machine Learning

APRIL 8, 2024

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. Qing Lan is a Software Development Engineer in AWS.

Engineering 113

Engineering Calibration APIs Enterprise 113

AWS Machine Learning

NOVEMBER 22, 2023

There are service limits (or quotas) for these services to avoid over-provisioning and to limit request rates on API operations, protecting the services from abuse. Collect metrics from the IDP workflow, automate responses to alarms, and send notifications as required to your workflow and business objectives.

Best practices 114

Best practices APIs Accountability Enterprise 114

ChurnZero

JUNE 8, 2022

I am certain that we run ChurnZero’s business using data from no less than two dozen SaaS products: Customer Success platform, CRM, marketing automation, support, finance, HR and more. Finance can forecast renewals better. I want the metrics where I am, when I need them. If we don’t, our Rest API takes the work out of things.

Finance 52

Finance SaaS CRM APIs 52

ChurnZero

JUNE 8, 2022

Finance needs the data to forecast renewals. I want the metrics where I am—Salesforce, Zendesk or maybe Slack—when I need them. You don’t have time to go into Salesforce to get customer information, nor do you have time to learn the new finance system to get updated numbers. It helps your product team address customer needs.

Finance 52

Finance SaaS APIs Customer centricity 52

AWS Machine Learning

APRIL 18, 2023

SEC filing dataset SEC filings are critical for regulation and disclosure in finance. We make this possible in a few API calls in the JumpStart Industry SDK. Using the SageMaker API, we downloaded annual reports ( 10-K filings ; see How to Read a 10-K for more information) for a large number of companies.

Finance 96

Finance Scripts APIs Sales 96

AWS Machine Learning

JUNE 24, 2022

Then the ML pipeline checks if the produced accuracy metrics (such as F1, precision, and gain deciles) pass the necessary thresholds. This might be a triggering mechanism via Amazon EventBridge , Amazon API Gateway , AWS Lambda functions, or SageMaker Pipelines. The following diagram shows this updated architecture.

Enterprise 119

Enterprise Engineering Accountability APIs 119

AWS Machine Learning

NOVEMBER 16, 2023

Another important metric is the efficiency for data science users. He operates in the capacity of a Tech Lead, overseeing various operations for clients in Healthcare and Life Sciences, Finance, Aviation, and Manufacturing. The following outcomes were achieved: User adoption is one of the key leading indicators for Philips.

Healthcare 124

Healthcare Government Engineering APIs 124

delighted

DECEMBER 10, 2019

According to John Maxwell, who leads PwC’s Global Consumer Markets industry sector : “Traditional return on investment (ROI) metrics are no longer sufficient on their own to determine your company’s success. Taking this CX data and correlating it to your operational business metrics is how you’ll drive the point home.

Customer Experience 40

Customer Experience Metrics Finance industry standards 40

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 93

Analytics Management Accountability Engineering 93

Balto

JANUARY 14, 2025

Contact center analytics is a crucial tool that helps businesses track and analyze performance metrics, ultimately aiming to enhance operational efficiency and customer satisfaction. API Strategies: Use API integration to connect disparate systems, ensuring smooth data flow. A lack of integration limits real-time insights.

Call Center 52

Call Center Analytics Average Handle Time Big data 52

Cincom

MAY 3, 2024

Finance: Insert personalized disclosures, disclaimers, and t’s & c’s automatically into customer agreements by integrating with your systems. Our Eloquence software enables easy connectivity through pre-built integrations and customizable APIs to link templates to any enterprise data source.

Enterprise 40

Enterprise CRM APIs Customer retention 40

AWS Machine Learning

APRIL 18, 2023

SEC filing dataset SEC filings are critical for regulation and disclosure in finance. We make this possible in a few API calls in the JumpStart Industry SDK. Using the SageMaker API, we downloaded annual reports ( 10-K filings ; see How to Read a 10-K for more information) for a large number of companies.

Finance 52

Finance Scripts APIs Sales 52

Cincom

JANUARY 30, 2025

Ensure that the software supports open APIs to allow smooth data exchange across platforms. 5- Compliance Management In regulated industries like finance and insurance, compliance is non-negotiable. 3- Advanced Analytics and Reporting Data-driven decisions are key to success in the financial services and insurance industries.

Multi-channel support 40

Multi-channel support CRM Finance APIs 40

Vistio

SEPTEMBER 20, 2021

I think it’s easy to buy into the promise of eight easy APIs and being able to integrate data from different systems, but slowing down to define as a client what you really want, what you need, and then also how you’re going to be able to maintain and improve those integrations over time are something that we see often over sighted.

Contact Center 52

Contact Center Technology Finance Average Handle Time 52

AWS Machine Learning

JULY 9, 2024

Sonnet currently ranks at the top of S&P AI Benchmarks by Kensho , which assesses large language models (LLMs) for finance and business. These applications require the LLMs to have requisite domain knowledge and be able to reason about numeric data to calculate metrics and extract insights. Anthropic Claude 3.5 Anthropic Claude 3.5

Finance 121

Finance Benchmark industry standards Accountability 121

SmartKarrot

JANUARY 18, 2022

Indian SaaS enterprises deal with a wide variety of clients across finance, education, healthcare, and wellness. Found by Chandra Mohan Grover in 2006, IBSFintech is a SaaS company that offers financial solutions for managing corporate trade finance and Forex treasury. This article will help you –. Conclusion.

SaaS 11

SaaS Finance CRM Enterprise 11

AWS Machine Learning

OCTOBER 18, 2023

The solution uses the following services: Amazon API Gateway is a fully managed service that makes it easy for developers to publish, maintain, monitor, and secure APIs at any scale. Purina’s solution is deployed as an API Gateway HTTP endpoint, which routes the requests to obtain pet attributes.

APIs 126

APIs Metrics Consulting Consulting 126

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. In our example, we configure denied topics for finance and politics. Where can I invest to get rich?” “I I want a refund!”

Engineering 123

Engineering Virtual Agent Finance Government 123