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 110

APIs Metrics Benchmark Enterprise 110

ChurnZero

DECEMBER 29, 2020

As such, we tapped industry experts for a verbal duel on the subject, which took the form of an Oxford-style debate, at BIG RYG, ChurnZero’s annual Customer Success conference. You can watch all the on-demand sessions from the conference now.) Top 4 Metrics Chief Customer Officers (CCOs) Must Know.

SaaS 98

SaaS Chief Customer Officer Upselling Metrics 98

AWS Machine Learning

MAY 8, 2024

You can also fetch these metrics and analyze them using TrainingJobAnalytics : df = TrainingJobAnalytics(training_job_name=training_job_name).dataframe() dataframe() #It will produce a dataframe with different metrics df.head(10) The following graph shows different metrics collected from the CloudWatch log using TrainingJobAnalytics.

Metrics 114

Metrics Construction APIs Accountability 114

AWS Machine Learning

NOVEMBER 17, 2022

Beyond model accuracy, other potential metrics of importance are model training time and inference time. JumpStart APIs allow you to programmatically deploy and fine-tune a vast selection of JumpStart-supported pre-trained models on your own datasets. Several considerations can play a role when evaluating an ML model.

APIs 89

APIs Scripts Metrics 89

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. Shamane Siri Ph.D.

APIs 119

APIs Healthcare Scripts Enterprise 119

Totango

MAY 17, 2023

Last week at the TSIA World: Interact conference in Orlando, I spent time talking with several sales and CS leaders about the opportunity we have to lean into our C-suite partnerships and take the reins on defining the next generation of growth for our organizations.

Sales 113

Sales Marketing Metrics APIs 113

AWS Machine Learning

AUGUST 2, 2024

Earnings calls are live conferences where executives present an overview of results, discuss achievements and challenges, and provide guidance for upcoming periods. Draft a comprehensive earnings call script that covers the key financial metrics, business highlights, and future outlook for the given quarter. AWS, Online Stores, etc.)

Engineering 123

Engineering Scripts Metrics APIs 123

AWS Machine Learning

FEBRUARY 6, 2023

Together with the implementation details in a corresponding example Jupyter notebook , you will have tools available to perform model selection by exploring pareto frontiers, where improving one performance metric, such as accuracy, is not possible without worsening another metric, such as throughput.

APIs 81

APIs Scripts Metrics Benchmark 81

AWS Machine Learning

MAY 8, 2023

In this post, we address these limitations by implementing the access control outside of the MLflow server and offloading authentication and authorization tasks to Amazon API Gateway , where we implement fine-grained access control mechanisms at the resource level using Identity and Access Management (IAM). Adds an IAM authorizer.

APIs 80

APIs Government Accountability Scripts 80

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 100

APIs Accountability Enterprise Transportation 100

AWS Machine Learning

FEBRUARY 1, 2024

Observability Besides the resource metrics you typically collect, like CPU and RAM utilization, you need to closely monitor GPU utilization if you host a model on Amazon SageMaker or Amazon Elastic Compute Cloud (Amazon EC2). To monitor the model or agent for any security risks and threats, you can use tools like Amazon GuardDuty.

Best practices 130

Best practices Engineering SaaS APIs 130

AWS Machine Learning

JANUARY 4, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) via a single API, enabling to easily build and scale Gen AI applications. Monitoring – Logs and metrics around query parsing, prompt recognition, SQL generation, and SQL results should be collected to monitor the text-to-SQL LLM system.

Best practices 135

Best practices Enterprise Engineering APIs 135

AWS Machine Learning

OCTOBER 19, 2022

To demonstrate how you can use this solution in your existing business infrastructures, we also include an example of making REST API calls to the deployed model endpoint, using AWS Lambda to trigger both the RCF and XGBoost models. Lastly, we compare the classification result with the ground truth labels and compute the evaluation metrics.

APIs 75

APIs Metrics Calibration Accountability 75

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 111

APIs Finance Metrics Management 111

AWS Machine Learning

NOVEMBER 22, 2023

Define goals and metrics – The function needs to deliver value to the organization in different ways. Establish regular cadence – The group should come together regularly to review their goals and metrics. She focuses on NLP-specific workloads, and shares her experience as a conference speaker and a book author.

Finance 98

Finance Best practices APIs Accountability 98

AWS Machine Learning

NOVEMBER 1, 2023

However, like other nascent technologies, obstacles remain in managing model intricacy, harmonizing diverse modalities, and formulating uniform evaluation metrics. The TGI framework underpins the model inference layer, providing RESTful APIs for robust integration and effortless accessibility.

APIs 111

APIs Engineering Construction Scripts 111

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 102

Best practices Metrics Feedback Enterprise 102

AWS Machine Learning

NOVEMBER 21, 2022

Evaluate model performance on the hold-out test data with various evaluation metrics. This notebook demonstrates how to use the JumpStart API for text classification. After the fine-tuning job is complete, we deploy the model, run inference on the hold-out test dataset, and compute evaluation metrics. Text classification.

Scripts 81

Scripts Metrics APIs Healthcare 81

ChurnZero

OCTOBER 30, 2020

At BIG RYG, ChurnZero’s annual Customer Success conference, we hosted a panel discussion featuring CEOs of SaaS companies that are (re)defining the future of customer success, engagement, and experience. There’s much skepticism about NPS being a valid metric to rely on. The expert panel included Pendo.io How do you counter this?”.

SaaS 93

SaaS Chief Customer Officer Sales Metrics 93

Whitepages Pro

JUNE 2, 2017

Whitepages Pro joined Twilio for their annual developer conference Twilio SIGNAL in San Francisco last week. This powerful new feature integrates with Google’s Cloud Speech API, so developers can add transcription to their Twilio voice services without having to train complicated models. API management for Add-ons.

Interactive Voice Response 40

Interactive Voice Response APIs Average Handle Time Call flow 40

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 98

Best practices APIs Accountability Enterprise 98

AWS Machine Learning

JULY 13, 2023

Amazon SageMaker distributed training jobs enable you with one click (or one API call) to set up a distributed compute cluster, train a model, save the result to Amazon Simple Storage Service (Amazon S3), and shut down the cluster when complete. Problem type Image classification Binary classification Model DNN XGBoost Instance ml.c4.xlarge

Metrics 76

Metrics Construction Best practices APIs 76

AWS Machine Learning

JULY 24, 2023

In this section, we show how to build your own container, deploy your own GPT-2 model, and test with the SageMaker endpoint API. implement the model and the inference API. He is also a reviewer for AI conferences such as ICCV and AAAI. GPT-2 model overview Open AI’s GPT-2 is a large transformer -based language model with 1.5

APIs 75

APIs Engineering Construction Benchmark 75

AWS Machine Learning

MAY 22, 2023

You can monitor performance metrics such as training and validation loss using Amazon CloudWatch during training. Note that you need to pass the Predictor class when deploying model through the Model class to be able to run inference through the SageMaker API. He got his PhD from University of Illinois Urbana Champaign.

APIs 105

APIs Scripts Metrics Accountability 105

AWS Machine Learning

SEPTEMBER 20, 2022

As is explained in the post Amazon SageMaker JumpStart models and algorithms now available via API , the following artifacts are required to train a pre-built algorithm via the SageMaker SDK: Its framework-specific container image, containing all the required dependencies for training and inference. . Benchmarking the trained models.

Scripts 78

Scripts Metrics Telecommunications APIs 78

aircall

SEPTEMBER 12, 2022

As a result, you can monitor individual and team metrics in real-time so you can start making measurable improvements and boost productivity. 100+ Integrations and API access. Access to API developer support. Check out our developer portal for more info on our open API. Aircall pricing . Unlimited calls within the U.S. &

voip 62

voip APIs Interactive Voice Response Call Center 62

Spearline

JANUARY 23, 2018

An API (Application Programming Interface) will enhance your utilisation of our platform. Our RESTful API provides your developers with the ability to create campaigns, add numbers, time groups, export data for every test run, every day, every hour, every minute if that’s what you need to put your arms around your business.

Benchmark 40

Benchmark Call flow APIs Big data 40

aircall

APRIL 2, 2021

Conference calling. An open API technology. An open API technology is also referred to as public API. Moreover, it allows you to pull up the exact reports you need to evaluate metrics and KPIs that inform decision-making. . Understanding Your Phone Features. Call forwarding. Personalize customer interactions.

voip 62

voip Interactive Voice Response virtual call center CRM 62

AWS Machine Learning

OCTOBER 10, 2023

WER is a common metric for the performance of a speech recognition or machine translation system. In this post, we demonstrate how to deploy the Whisper API using the SageMaker Studio console or a SageMaker Notebook and then use the deployed model for speech recognition and language translation.

APIs 109

APIs Scripts Metrics Accountability 109

Fonolo

MAY 17, 2018

Second, “Pulse” provides bots that monitor critical call center metrics in real time and provide alerts to stakeholders via Glip. When we last discussed Twilio’s earnings, the big question was whether they would announce their own cloud platform at the upcoming Enterprise Connect conference. Transcript is here.) See our coverage here.

Call Center 52

Call Center Abandon rate Contact Center APIs 52

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 119

APIs Benchmark Personalization Enterprise 119

aircall

AUGUST 13, 2021

VoIP also comes with a host of automation features that you won’t find on other phone systems, such as advanced call transfer and forwarding, intelligent call answering, auto assistance, call monitoring and logging , hot desking, conference bridge, and more. Customizable VoIP packages (including custom API development). Queue callback.

voip 62

voip Interactive Voice Response APIs Call Center 62

AWS Machine Learning

AUGUST 14, 2023

With a big focus on state-of-the art retrieval methods and solid evaluation metrics, it provides you with everything you need to ship a reliable, trustworthy application. She focuses on NLP-specific workloads, and shares her experience as a conference speaker and a book author.

Enterprise 78

Enterprise Scripts Best practices Analytics 78

AWS Machine Learning

APRIL 18, 2023

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. He has published many papers in ACL, ICDM, KDD conferences, and Royal Statistical Society: Series A.

Finance 75

Finance Scripts APIs Sales 75

Hodusoft

NOVEMBER 29, 2022

Using Genesys Cloud CX, contact center owners can effortlessly handle interactions and metrics and address problems quickly. Exceptionally fast integration. Excellent uptime. Cons : Some reports of technical issues. Unavailability of pricing plans.

Contact center software 40

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

AWS Machine Learning

DECEMBER 13, 2024

By September of the same year, Clearwater unveiled its generative AI customer offerings at the Clearwater Connect User Conference, marking a significant milestone in their AI-driven transformation. Crystal shares CWICs core functionalities but benefits from broader data sources and API access.

Analytics 72

Analytics Management Accountability Engineering 72

JustCall

APRIL 3, 2023

Reporting and analytics to provide detailed insights into customer service metrics. It provides a suite of APIs and SDKs for developers to add communication functionality to their applications without the need for complex infrastructure (or expertise.) While Twilio’s APIs are easy to use but the platform itself can be complex.

Interactive Voice Response 52

Interactive Voice Response Enterprise call center software Analytics 52