AWS Machine Learning

SEPTEMBER 14, 2023

Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. Finally, the response is sent back to the user via a HTTPs request through the Amazon API Gateway REST API integration response. The web application front-end is hosted on AWS Amplify.

APIs 121

APIs Healthcare Scripts Engineering 121

AWS Machine Learning

JANUARY 10, 2023

Note that the model container also includes any custom inference code or scripts that you have passed for inference. Make sure to check what container you’re using and if there are any framework-specific optimizations you can add within the script or as environment variables to inject in the container.

Best practices 100

Best practices Scripts APIs Metrics 100

AWS Machine Learning

AUGUST 11, 2022

Download the Python script ( publish.py ) and data file from the GitHub repo. For example, if today’s date is July 8, 2022, then replace 2022-03-25 with 2022-07-08. This is required to simulate sensor data for the current date using the IoT simulator script. For this post, we use the us-east-1 Region. Conclusion.

Metrics 97

Metrics APIs Scripts Wireless 97

AWS Machine Learning

APRIL 19, 2023

Our data scientists train the model in Python using tools like PyTorch and save the model as PyTorch scripts. Ideally, we instead want to load the model PyTorch scripts, extract the features from model input, and run model inference entirely in Java. However, a few issues came with this solution.

Engineering 98

Engineering APIs Scripts Education 98

AWS Machine Learning

MAY 17, 2023

In February 2022, AWS and Hugging Face announced a collaboration to make generative AI more accessible and cost efficient. The events trigger Lambda functions to make API calls to Amazon Transcribe and invoke the real-time endpoint hosting the Flan T5 XL model. Once created, the endpoint can be invoked with the InvokeEndpoint API.

APIs 99

APIs Scripts Engineering Management 99

AWS Machine Learning

MARCH 14, 2024

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, Mistral AI, Stability AI, and Amazon via a single API. 2022) introduced an idea of zero-shot CoT by using FMs’ untapped zero-shot capabilities. Kojima et al.

Best practices 133

Best practices Engineering Chatbots Enterprise 133

AWS Machine Learning

FEBRUARY 16, 2023

In October 2022, we launched Amazon EC2 Trn1 Instances , powered by AWS Trainium , which is the second generation machine learning accelerator designed by AWS. Briefly, this is made possible by an installation script specified by CustomActions in the YAML file used for creating the ParallelCluster (see Create ParallelCluster ).

Scripts 101

Scripts APIs Benchmark Engineering 101

AWS Machine Learning

OCTOBER 27, 2022

To address this issue, in July 2022, we launched heterogeneous clusters for Amazon SageMaker model training, which enables you to launch training jobs that use different instance types in a single job. For more information, refer to Using the SageMaker Python SDK and Using the Low-Level SageMaker APIs. The launcher.py

Scripts 97

Scripts Benchmark Metrics Transportation 97

AWS Machine Learning

JULY 6, 2022

Our translator consists of three fully managed AWS ML services working together in a single Python script by using the AWS SDK for Python (Boto3) for our text translation and text-to-speech portions, and an asynchronous streaming SDK for audio input transcription. Amazon Translate: State-of-the-art, fully managed translation API.

APIs 98

APIs Scripts Engineering Management 98

AWS Machine Learning

MARCH 6, 2023

Best practices We discuss the following best practices in this post: Compute – SageMaker Training is a great API to launch CPU dataset preparation jobs and thousand-scale GPU jobs. The SageMaker jobs APIs, namely SageMaker Training and SageMaker Processing, excel for this type of tasks.

Best practices 105

Best practices APIs Transportation Scripts 105

AWS Machine Learning

MAY 3, 2023

Moreover, as of November 2022, Studio supports shared spaces to accelerate real-time collaboration and multiple Amazon SageMaker domains in a single AWS Region for each account. Also, we implemented retry with exponential backoff to handle API throttle for DataSync CreateLocationEfs and CreateTask API calls.

Scripts 86

Scripts APIs Accountability Engineering 86

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. Ameyo is yet another major contender for the top contact center solutions for 2022-23. Ease of use and performance.

Contact center software 40

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

AWS Machine Learning

DECEMBER 16, 2022

You can learn more about Stability AI’s mission and partnership with AWS in the talk of Stability AI CEO at AWS re:Invent 2022 or in this blog post. A ready-to-use training script for GPT-2 model can be found at train_gpt_simple.py. You can find an example in the same training script train_gpt_simple.py. With the latest SMPv1.13

Benchmark 97

Benchmark Engineering APIs Scripts 97

AWS Machine Learning

MAY 22, 2023

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. You can access Amazon Comprehend document analysis capabilities using the Amazon Comprehend console or using the Amazon Comprehend APIs.

APIs 110

APIs Scripts Metrics Accountability 110

AWS Machine Learning

DECEMBER 1, 2022

We can also define a given time range, for example in the first months of 2022. time_start = "2022-01-01T12:00:00Z" time_end = "2022-05-01T12:00:00Z". time_start = "2022-01-01T12:00:00Z" time_end = "2022-05-01T12:00:00Z". For this post, we define an example area over Germany.

Scripts 98

Scripts APIs Management Technology 98

AWS Machine Learning

SEPTEMBER 9, 2022

The personalized show recommendation list service has shown a 3% boost to customer engagement metrics tracked (such as liking a show, following a creator, or enabling upcoming show notifications) since its launch in May 2022. Lambda enabled the team to create lightweight functions to run API calls and perform data transformations.

Analytics 97

Analytics Engineering Metrics APIs 97

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. We select Amazon’s SEC filing reports for years 2021–2022 as the training data to fine-tune the GPT-J 6B model.

Finance 96

Finance Scripts APIs Sales 96

AWS Machine Learning

JUNE 13, 2022

For a detailed guide to enable the TensorFlow training script for the SageMaker distributed model parallel library, refer to Modify a TensorFlow Training Script. For PyTorch, refer to Modify a PyTorch Training Script. Make sure that only device 0 can save checkpoints to prevent other workers from corrupting them.

Scripts 88

Scripts Wait times APIs Technology 88

AWS Machine Learning

DECEMBER 6, 2022

The Trainer class provides an API for feature-complete training in PyTorch. For more information about this up-and-coming topic, we encourage you to explore and test our script on your own. Hugging Face and AWS announced a partnership earlier in 2022 that makes it even easier to train Hugging Face models on SageMaker.

Engineering 98

Engineering APIs Construction Benchmark 98

AWS Machine Learning

NOVEMBER 16, 2023

script that matches the model’s expected input and output. The important thing is to review available VQA models, at the time you read this, and be prepared to deploy the model you choose, which will have its own API request and response contract. As you read this, the mix of available VQA models may change.

Real estate 112

Real estate APIs Scripts Accountability 112

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? Integration with your current software (CRM, API etc.) predicted for 2022.

Call Center 52

Call Center Scripts Average Handle Time Customer effort 52

Netomi

JANUARY 5, 2023

According to Forrester’s US 2022 Customer Experience Index rankings, CX quality fell for almost a whopping 20% of brands in 2022. In 2022, only 3% of US companies were putting customers at the center of their leadership, strategy, and operations—a decrease of 7 percentage points from the prior year.

Chatbots 52

Chatbots Airlines Scripts Customer Support 52

Hodusoft

MAY 10, 2024

As per recent stats the number of remote call center agents is expected to grow by 60 percent from 2022 to 2024. After 2022, the ubiquity of a wide range of Artificial intelligence (AI) tools and automation technologies have become increasingly prevalent in virtual call and contact centers.

virtual call center 52

virtual call center Call Center Contact Center call center software 52

JivoChat

APRIL 23, 2023

In 2022 at least 88% of users had one conversation with chatbots. The chatbot had built-in scripts which enabled it to answer questions about a specific subject. Or you can connect to another platform via our API. And the numbers are expected to keep growing. JivoChat Partners: Dahi.ai Chatme Plantt.

Chatbots 75

Chatbots B2C Self service B2B 75

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. We select Amazon’s SEC filing reports for years 2021–2022 as the training data to fine-tune the GPT-J 6B model.

Finance 52

Finance Scripts APIs Sales 52

JustCall

MARCH 9, 2023

billion , from 2022 to 2028, with a CAGR of 21.8%. Call Recording and Analytics Software Call recordings are analyzed for important moments that indicate whether reps are following or deviating from their call plan/script. The global market for conversation intelligence platforms is projected to reach $18.4

Coaching 52

Coaching Sales Chatbots Analytics 52

SmartKarrot

JANUARY 6, 2022

If yes, in this write-up, we have covered the top 10 conversation intelligence software that you need to check out in 2022. Best conversation intelligence software for 2022. Here is a well-curated list of the best conversation intelligence software for 2022. Sign up for our newsletter. contact-form-7]. CallHippo Coach.

Coaching 10

Coaching SaaS Benchmark Feedback 10

AWS Machine Learning

FEBRUARY 20, 2023

In November 2022, we announced that AWS customers can generate images from text with Stable Diffusion models in Amazon SageMaker JumpStart. Fine-tuning large models like Stable Diffusion usually requires you to provide training scripts. JumpStart simplifies this process by providing ready-to-use scripts that have been robustly tested.

Scripts 101

Scripts APIs Entertainment Construction 101

AWS Machine Learning

JANUARY 25, 2023

In November 2022, we announced that AWS customers can generate images from text with Stable Diffusion models in Amazon SageMaker JumpStart. Running large models like Stable Diffusion requires custom inference scripts. JumpStart simplifies this process by providing ready-to-use scripts that have been robustly tested.

Scripts 98

Scripts APIs Real estate Entertainment 98

AWS Machine Learning

JUNE 23, 2023

Amazon SageMaker inference , which was made generally available in April 2022, makes it easy for you to deploy ML models into production to make predictions at scale, providing a broad selection of ML infrastructure and model deployment options to help meet all kinds of ML inference needs. To build this image locally, we need Docker.

APIs 101

APIs Scripts Engineering Accountability 101

JustCall

DECEMBER 23, 2022

per user per month Premium – Message, video, and phone features and an open API at $33.74 per user per month Ultimate – Message, video, and phone features and an open API at $44.99 per user, per month for a customized UCaaS platform with dashboards, analytics, and open APIs. per user per month. Microsoft Teams.

voip 52

voip APIs CRM Enterprise 52

AWS Machine Learning

FEBRUARY 29, 2024

billion EUR (in 2022), a workforce of 336,884 employees (including 221,343 employees in Germany), and operations spanning 130 countries. After they log in to the custom application, the user requests SageMaker domain access through the UI by triggering an Amazon API Gateway call to generate a presigned URL.

APIs 129

APIs Construction Transportation Analytics 129

JustCall

APRIL 12, 2023

JustCall is also an award-winning software, having recently won the ‘Most Popular Software, Winter 2022’ award in the Call Center Software category. This is because independent reviewers have always rated JustCall higher, and have given it a 100% overall user satisfaction rating, as compared to 90% for Aircall.

Real estate 52

Real estate Interactive Voice Response CRM Call Center 52

AWS Machine Learning

NOVEMBER 14, 2023

The solution also uses Amazon Bedrock , a fully managed service that makes foundation models (FMs) from Amazon and third-party model providers accessible through the AWS Management Console and APIs. For this post, we use the Amazon Bedrock API via the AWS SDK for Python. The script instantiates the Amazon Bedrock client using Boto3.

APIs 129

APIs Engineering Scripts Education 129

AWS Machine Learning

SEPTEMBER 7, 2023

In February 2022, Amazon Web Services added support for NVIDIA GPU metrics in Amazon CloudWatch , making it possible to push metrics from the Amazon CloudWatch Agent to Amazon CloudWatch and monitor your code for optimal GPU utilization. eks-create.sh Mon May 22 20:50:59 UTC 2023 Creating cluster using /eks/conf/eksctl/yaml/eks-gpu-g5.yaml.

Metrics 122

Metrics APIs Management Engineering 122

AWS Machine Learning

OCTOBER 21, 2024

This feature empowers customers to import and use their customized models alongside existing foundation models (FMs) through a single, unified API. Having a unified developer experience when accessing custom models or base models through Amazon Bedrock’s API. Ease of deployment through a fully managed, serverless, service. 2, 3, 3.1,

APIs 141

APIs Scripts Finance Real estate 141

AWS Machine Learning

JANUARY 7, 2025

These managed agents play conductor, orchestrating interactions between FMs, API integrations, user conversations, and knowledge bases loaded with your data. If the user request invokes an action, action groups configured for the agent will invoke different API calls, which produce results that are summarized as the response to the user.

Chatbots 109

Chatbots Management Best practices APIs 109