AWS Machine Learning

APRIL 29, 2024

In recent years, large language models (LLMs) have gained attention for their effectiveness, leading various industries to adapt general LLMs to their data for improved results, making efficient training and hardware availability crucial. Now you can launch a training job to submit a model training script as a slurm job. Why Trainium?

APIs 100

APIs Healthcare Scripts Enterprise 100

AWS Machine Learning

SEPTEMBER 9, 2022

However, as a new product in a new space for Amazon, Amp needed more relevant data to inform their decision-making process. Part 1 shows how data was collected and processed using the data and analytics platform, and Part 2 shows how the data was used to create show recommendations using Amazon SageMaker , a fully managed ML service.

Analytics 69

Analytics Engineering APIs Metrics 69

Spearline

JULY 21, 2022

In fact, WebRTC isn’t really a solution, it’s a technology. And, as with any technology, it needs to be employed correctly, updated regularly, and, most importantly, endless WebRTC testing. And all of this data can be broken down further by probe (browser). Put to the test WebRTC is a new, evolving technology. Happy days!

Scripts 98

Scripts APIs Metrics Analytics 98

AWS Machine Learning

JUNE 15, 2022

Unstructured data continues to grow in many organizations, making it a challenge for users to get the information they need. Let’s take the example of a repository of AWS documents of types User_Guides , Reference_Guides and Release_Notes , regarding compute, storage, and database technologies. Prerequisites. Access to AWS CloudShell.

APIs 71

APIs Scripts Technology Engineering 71

AWS Machine Learning

MARCH 23, 2023

Leidos is a FORTUNE 500 science and technology solutions leader working to address some of the world’s toughest challenges in the defense, intelligence, homeland security, civil, and healthcare markets. The predictions (inference) use encrypted data and the results are only decrypted by the end consumer (client side).

Scripts 95

Scripts APIs Government Analytics 95

AWS Machine Learning

DECEMBER 21, 2022

Today, companies are establishing feature stores to provide a central repository to scale ML development across business units and data science teams. The offline store is an append-only store and can be used to store and access historical feature data. Table formats provide a way to abstract data files as a table.

Scripts 73

Scripts Engineering APIs Big data 73

AWS Machine Learning

OCTOBER 25, 2022

Columbia University has publicly released the model weights and training data, consisting of 400,000 MSAsand PDB70 template hit files, under a permissive license. Model weights are available via scripts in the GitHub repository , and the MSAs are hosted by the Registry of Open Data on AWS (RODA). Solution overview.

APIs 76

APIs Scripts Banking Engineering 76

AWS Machine Learning

MAY 5, 2023

By uploading a small set of training images, Amazon Rekognition automatically loads and inspects the training data, selects the right ML algorithms, trains a model, and provides model performance metrics. Lastly, we cover the data ingestion by an intelligent search service, powered by ML.

Engineering 101

Engineering APIs Scripts Enterprise 101

AWS Machine Learning

OCTOBER 2, 2023

It is architected to automate the entire machine learning (ML) process, from data labeling to model training and deployment at the edge. Automating data labeling Data labeling is an inherently labor-intensive task that involves humans (labelers) to label the data.

Scripts 92

Scripts Construction Engineering APIs 92

AWS Machine Learning

APRIL 19, 2023

Sportradar is the world’s leading sports technology company, at the intersection between sports, media, and betting. More than 1,700 sports federations, media outlets, betting operators, and consumer platforms across 120 countries rely on Sportradar knowhow and technology to boost their business.

Engineering 75

Engineering APIs Scripts Education 75

AWS Machine Learning

MAY 23, 2023

The seeds of a machine learning (ML) paradigm shift have existed for decades, but with the ready availability of virtually infinite compute capacity, a massive proliferation of data, and the rapid advancement of ML technologies, customers across industries are rapidly adopting and using ML technologies to transform their businesses.

APIs 91

APIs Accountability Construction Management 91

AWS Machine Learning

MAY 19, 2023

At the 2022 AWS re:Invent conference in Las Vegas, we demonstrated “Describe for Me” at the AWS Builders’ Fair, a website which helps the visually impaired understand images through image caption, facial recognition, and text-to-speech, a technology we refer to as “Image to Speech.” I recognize one person: Kanbo.

APIs 89

APIs Scripts Engineering Best practices 89

AWS Machine Learning

NOVEMBER 26, 2023

Gartner predicts that “by 2026, more than 80% of enterprises will have used generative AI APIs or models, or deployed generative AI-enabled applications in production environments, up from less than 5% in 2023.” However, scripting appealing subject lines can often be tedious and time-consuming.

Personalization 101

Personalization Customer Experience APIs Entertainment 101

Hodusoft

MAY 10, 2024

Virtual call centers leverage cloud-based technology to enable remote agents to handle customer inquiries from anywhere in the world. As communication technology continued to evolve, customers began using various channels (such as voice calls, video calls, email, live chat, social media, and messaging apps) to interact with businesses.

virtual call center 52

virtual call center Call Center Contact Center call center software 52

AWS Machine Learning

AUGUST 30, 2023

Generative AI is powered by machine learning (ML) models—very large models that are pre-trained on vast amounts of data and commonly referred to as foundation models (FMs). Fine-tuning a pre-trained model involves further training on specific data to improve performance on a different but related task. We use an ml.t3.medium

Healthcare 111

Healthcare APIs Scripts Metrics 111

AWS Machine Learning

NOVEMBER 21, 2023

MATLAB   is a popular programming tool for a wide range of applications, such as data processing, parallel computing, automation, simulation, machine learning, and artificial intelligence. To do this, we’ll use a predictive maintenance example where we classify faults in an operational pump that’s streaming live sensor data. We

Engineering 86

Engineering APIs Scripts Automotive 86

AWS Machine Learning

AUGUST 21, 2023

These perspectives range from medical, technological, legal, and the most important perspective—the patient’s. Solution overview SageMaker Clarify provides ML developers with purpose-built tools to gain greater insights into their ML training data and models. Here, you supply the same model_name used in the create_model API call.

Healthcare 76

Healthcare APIs Scripts Finance 76

AWS Machine Learning

AUGUST 10, 2022

Rekognition Custom Labels uses transfer learning to automatically inspect the training data, select the right model framework and algorithm, optimize the hyperparameters, and train the model. Test the new custom model using the automatically generated API endpoint. For Input data setup , select Automated data setup.

Scripts 77

Scripts APIs Enterprise Analytics 77

AWS Machine Learning

MAY 17, 2023

Most importantly, none of your data is used to train the underlying models. Because all data is encrypted and doesn’t leave the virtual private cloud (VPC), you can trust that your data will remain private and confidential. Once created, the endpoint can be invoked with the InvokeEndpoint API.

APIs 70

APIs Scripts Engineering Management 70

AWS Machine Learning

OCTOBER 4, 2022

Developers usually test their processing and training scripts locally, but the pipelines themselves are typically tested in the cloud. One of the main drivers for new innovations and applications in ML is the availability and amount of data along with cheaper compute options. Model training and tuning. Model evaluation.

Scripts 72

Scripts Engineering Management APIs 72

AWS Machine Learning

AUGUST 3, 2023

Amazon Rekognition is a fully managed service that can perform CV tasks like object detection, video segment detection, content moderation, and more to extract insights from data without the need of any prior ML experience. Training ML algorithms for pose estimation requires a lot of expertise and custom training data.

APIs 63

APIs Scripts Engineering Technical Support 63

AWS Machine Learning

MARCH 20, 2023

Quantization is a technique to reduce the computational and memory costs of running inference by representing the weights and activations with low-precision data types like 8-bit integer (INT8) instead of the usual 32-bit floating point (FP32). Refer to the appendix for instance details and benchmark data.

Calibration 78

Calibration Scripts Benchmark APIs 78

Inbenta

SEPTEMBER 4, 2018

Most AI providers offer their enterprise technology through Software as a Service, so in many cases, having the entire AI software in your servers is not possible — or even desirable. The inability to contain the chatbot on your protected servers may lead to increased security risks for your company and customer data.

Chatbots 58

Chatbots APIs Scripts Enterprise 58

AWS Machine Learning

AUGUST 3, 2023

Data classification, extraction, and analysis can be challenging for organizations that deal with volumes of documents. Features such as normalizing key fields and summarizing input data support faster cycles for managing document process workflows, while reducing the potential for errors. This approach is tedious and expensive.

APIs 75

APIs Banking Enterprise Construction 75

AWS Machine Learning

JANUARY 26, 2024

The goal of this post is to empower AI and machine learning (ML) engineers, data scientists, solutions architects, security teams, and other stakeholders to have a common mental model and framework to apply security best practices, allowing AI/ML teams to move fast without trading off security for speed.

Best practices 122

Best practices Government Engineering Accountability 122

The Northridge Group

MAY 2, 2023

Will, and How, This New Technology Model Help Contact Centers? For the past several months the technology conversation has been dominated by the emergence of ChatGPT, first GPT-3, then GPT-3.5, This technology equips ChatGPT to hold conversations about almost anything without any prior programming or configuration.

Contact Center 67

Contact Center B2C Chatbots B2B 67

aircall

JUNE 11, 2021

Environment — surroundings, technology, and other outside influences. Voice communication has evolved from telegraph technology to cloud technology with a lot of experiments, patents, and mergers along the way. 1877 — Telephone exchanges using analog and PBX technology were invented, enabling long-distance calling capabilities.

voip 62

voip APIs Call Center Telecommunications 62

Inbenta

SEPTEMBER 4, 2018

Most AI providers offer their enterprise technology through Software as a Service, so in many cases, having the entire AI software in your servers is not possible — or even desirable. The inability to contain the chatbot on your protected servers may lead to increased security risks for your company and customer data.

Chatbots 40

Chatbots APIs Scripts Enterprise 40

AWS Machine Learning

AUGUST 1, 2023

In today’s rapidly evolving healthcare landscape, doctors are faced with vast amounts of clinical data from various sources, such as caregiver notes, electronic health records, and imaging reports. Efficiently summarizing and extracting insights from this data is crucial for better patient care and decision-making.

Healthcare 74

Healthcare APIs Scripts Engineering 74

AWS Machine Learning

FEBRUARY 8, 2024

These agents excel at automating a wide range of routine and repetitive tasks, such as data entry, customer support inquiries, and content generation. As AI technology continues to evolve, the capabilities of generative AI agents are expected to expand, offering even more opportunities for customers to gain a competitive edge.

APIs 120

APIs Scripts Enterprise Management 120

Call Experts

AUGUST 12, 2021

If you want to use data gathered from your customers to make better decisions and meet more objectives, then Salesforce is an excellent option for you. . In addition, with Call Experts’ newest features and capabilities, we can integrate and work directly via an API connection. . Clean data means more insightful reporting. .

Contact Center 52

Contact Center APIs CRM Scripts 52

AWS Machine Learning

NOVEMBER 16, 2022

When designing production CI/CD pipelines, AWS recommends leveraging multiple accounts to isolate resources, contain security threats and simplify billing-and data science pipelines are no different. It creates and stores information about the steps of a machine learning (ML) workflow from data preparation to model deployment.

Accountability 82

Accountability Best practices Scripts Engineering 82

AWS Machine Learning

SEPTEMBER 1, 2023

Specifically, we briefly introduce MLOps principles and focus on the main differentiators compared to FMOps and LLMOps regarding processes, people, model selection and evaluation, data privacy, and model deployment. These data owners are focused on providing access to their data to multiple business units or teams.

Engineering 102

Engineering Accountability Construction APIs 102

NobelBiz

FEBRUARY 15, 2023

Key Points CCaaS is paramount to successfully add a new communication channel You must consider the tone, scripts and pace of new channels Your Call Center must track the right KPIs for every new channel How to add a new communication channel in a call center? This can take the form of training on technology skills and tactics.

Call Center 52

Call Center Scripts Average Handle Time Customer effort 52

AWS Machine Learning

NOVEMBER 16, 2022

Automated deployment options have been improved and simplified using Kustomize scripts and Helm charts. This script automates creation of the following AWS resources: VPCs and EKS clusters. Kubeflow on AWS 1.6.1 Amazon Simple Storage Service (Amazon S3) buckets. Install Kubeflow deployments either using Helm charts or Kustomize.

Metrics 67

Metrics Scripts Enterprise APIs 67

AWS Machine Learning

MARCH 22, 2023

In this post, we show how to configure a new OAuth-based authentication feature for using Snowflake in Amazon SageMaker Data Wrangler. Snowflake is a cloud data platform that provides data solutions for data warehousing to data science. For more information about prerequisites, see Get Started with Data Wrangler.

APIs 79

APIs Engineering Analytics Scripts 79

AWS Machine Learning

APRIL 11, 2023

These customers need to balance governance, security, and compliance against the need for machine learning (ML) teams to quickly access their data science environments in a secure manner. The workflow steps are as follows: The user authenticates with the Amazon Cognito user pool and receives a token to consume the Studio access API.

APIs 70

APIs Accountability Scripts Enterprise 70