AWS Machine Learning

DECEMBER 6, 2023

Another driver behind RAG’s popularity is its ease of implementation and the existence of mature vector search solutions, such as those offered by Amazon Kendra (see Amazon Kendra launches Retrieval API ) and Amazon OpenSearch Service (see k-Nearest Neighbor (k-NN) search in Amazon OpenSearch Service ), among others.

Analytics 127

Analytics APIs Engineering Construction 127

AWS Machine Learning

APRIL 10, 2023

In November 2022, we announced that AWS customers can generate images from text with Stable Diffusion models using Amazon SageMaker JumpStart. You have to run end-to-end tests to make sure that the script, the model, and the desired instance work together efficiently. Solution overview The following images are examples of inpainting.

Scripts 91

Scripts APIs Construction Finance 91

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.

APIs 85

APIs Scripts Real estate Entertainment 85

AWS Machine Learning

MARCH 1, 2023

Please refer to section 4, “Preparing data,” from the post Building a custom classifier using Amazon Comprehend for the script and detailed information on data preparation and structure. Configuring datasets To add labeled training or test data to a flywheel, use the Amazon Comprehend console or API to create a dataset.

APIs 80

APIs Metrics Accountability Scripts 80

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.” Accessibility has come a long way, but what about images?

APIs 101

APIs Scripts Engineering Best practices 101

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 88

Best practices Scripts APIs Metrics 88

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 88

Engineering APIs Scripts Education 88

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 82

Metrics APIs Scripts Wireless 82

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 85

APIs Scripts Engineering Management 85

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 95

Scripts APIs Entertainment Construction 95

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 98

Scripts APIs Benchmark Engineering 98

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 129

Best practices Engineering Chatbots Enterprise 129

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 81

Scripts Benchmark Metrics Transportation 81

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 70

Scripts APIs Accountability Engineering 70

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

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 85

APIs Scripts Engineering Management 85

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 99

Best practices APIs Transportation Scripts 99

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 Scripts Airlines Customer Support 52

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 112

APIs Scripts Metrics Accountability 112

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 81

Benchmark Engineering APIs Scripts 81

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

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 89

Scripts APIs Management Technology 89

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 81

Analytics Engineering Metrics APIs 81

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

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 78

Finance Scripts APIs Sales 78

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 69

Scripts Wait times APIs Technology 69

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

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 87

Engineering APIs Construction Metrics 87

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

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

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

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

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 132

APIs Engineering Scripts Education 132

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 114

Metrics APIs Management Engineering 114