TechCrunch

MAY 3, 2022

The modern architecture of databases makes this complicated, with information potentially distributed across Kubernetes containers, Lambda, ECS and EC2 and more. “Our special sauce is in this distributed mesh network of agents,” Unlu said. “It makes us much more unique.”

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AWS Machine Learning - AI

FEBRUARY 25, 2025

Error retrieval and context gathering The Amazon Bedrock agent forwards these details to an action group that invokes the first AWS Lambda function (see the following Lambda function code ). This contextual information is then sent back to the first Lambda function. Refer to the Lambda function code for more details.

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Lambda Generative AI AWS Software Review 65

AWS Machine Learning - AI

MAY 17, 2024

Like all AI, generative AI works by using machine learning models—very large models that are pretrained on vast amounts of data called foundation models (FMs). With prompt chaining, you construct a set of smaller subtasks as individual prompts. It invokes an AWS Lambda function with a token and waits for the token.

Generative AI 137

Generative AI Artificial Inteligence Systems Review Software Review 137

AWS Machine Learning - AI

MAY 7, 2024

Hugging Face is an open-source machine learning (ML) platform that provides tools and resources for the development of AI projects. Every time a new recording is uploaded to this folder, an AWS Lambda Transcribe function is invoked and initiates an Amazon Transcribe job that converts the meeting recording into text.

Artificial Inteligence 132

Artificial Inteligence Meeting AWS Generative AI 132

AWS Machine Learning - AI

MAY 30, 2024

In this post, we describe how CBRE partnered with AWS Prototyping to develop a custom query environment allowing natural language query (NLQ) prompts by using Amazon Bedrock, AWS Lambda , Amazon Relational Database Service (Amazon RDS), and Amazon OpenSearch Service. A Lambda function with business logic invokes the primary Lambda function.

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AWS Lambda Performance Artificial Inteligence 129

AWS Machine Learning - AI

AUGUST 15, 2024

The solution is extensible, uses AWS AI and machine learning (ML) services, and integrates with multiple channels such as voice, web, and text (SMS). The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index.

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AWS Machine Learning - AI

SEPTEMBER 20, 2024

If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions. The Lambda function retrieves the API secrets securely from Secrets Manager, calls the appropriate search API, and processes the results.

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AWS Machine Learning - AI

MARCH 7, 2025

This action invokes an AWS Lambda function to retrieve the document embeddings from the OpenSearch Service database and present them to Anthropics Claude 3 Sonnet FM, which is accessed through Amazon Bedrock. For constructing the tracked difference format, containing redlines, Verisk used a non-FM based solution.

Generative AI 101

Generative AI Technical Review Insurance Policies 101

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Understanding the intrinsic value of data network effects, Vidmob constructed a product and operational system architecture designed to be the industry’s most comprehensive RLHF solution for marketing creatives. Dynamo DB stores the query and the session ID, which is then passed to a Lambda function as a DynamoDB event notification.

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AWS Machine Learning - AI

MARCH 7, 2024

The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. Constructs a request payload for the Amazon Bedrock InvokeModel API. Constructs a request payload for the Amazon Bedrock InvokeModel API. The Step Functions workflow invokes a Lambda function to generate a status report.

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AWS Lambda Generative AI Report 142

CIO

APRIL 25, 2023

ChatGPT was trained with 175 billion parameters; for comparison, GPT-2 was 1.5B (2019), Google’s LaMBDA was 137B (2021), and Google’s BERT was 0.3B (2018). Any rules or restrictions on responses today are built in as an additive “safety” layer outside of the model construct itself.

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Generative AI ChatGPT Artificial Inteligence Artificial Intelligence 172

AWS Machine Learning - AI

SEPTEMBER 4, 2024

Amazon Bedrock Agents simplifies the process of building and deploying generative AI models, enabling businesses to create engaging and personalized conversational experiences without the need for extensive machine learning (ML) expertise. The agent uses an API backed by Lambda to get product information.

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eCommerce Lambda Generative AI Artificial Inteligence 92

AWS Machine Learning - AI

JUNE 21, 2024

This system uses AWS Lambda and Amazon DynamoDB to orchestrate a series of LLM invocations. When a SageMaker endpoint is constructed, an S3 URI to the bucket containing the model artifact and Docker image is shared using Amazon ECR. He focuses on advancing cybersecurity with expertise in machine learning and data engineering.

Artificial Inteligence 126

Artificial Inteligence Generative AI AWS Serverless 126

Linux Academy

DECEMBER 5, 2019

Analysts can use familiar SQL constructs to JOIN data across multiple data sources. Athena executes federated queries using Athena Data Source Connectors that run on AWS Lambda. AWS Machine Learning (ML) Embark program Launched. The program includes: guided instruction from AWS machine learning experts.

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AWS Artificial Inteligence Machine Learning Linux 19

AWS Machine Learning - AI

OCTOBER 14, 2024

The Amazon Bedrock agent is configured to use Anthropic’s Claude model and to invoke actions using the Claims Agent Helper AWS Lambda Amazon Bedrock Agent uses chain-of-thought-prompting and builds the list of API actions to run with the help of Claims Agent Helper.

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Generative AI Applications Lambda Policies 96

AWS Machine Learning - AI

OCTOBER 2, 2024

You can securely integrate and deploy generative AI capabilities into your applications using services such as AWS Lambda , enabling seamless data management, monitoring, and compliance (for more details, see Monitoring and observability ). Her skills and areas of expertise include data science, machine learning, and big data.

Generative AI 129

Generative AI Artificial Inteligence AWS Government 129

Honeycomb

MARCH 5, 2024

In this post, I describe how to send OpenTelemetry (OTel) data from an AWS Lambda instance to Honeycomb. I will be showing these steps using a Lambda written in Python and created and deployed using AWS Serverless Application Model (AWS SAM). Add OTel and Honeycomb environment variables to your template configuration for your Lambda.

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Lambda AWS Data Serverless 52

AWS Machine Learning - AI

DECEMBER 6, 2023

A prompt is constructed from the concatenation of a system message with a context that is formed of the relevant chunks of documents extracted in step 2, and the input question itself. You can refer to the Lambda function on GitHub for the concrete implementation of the agent and tools described in this part.

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Artificial Inteligence Analytics Knowledge Base Lambda 126

O'Reilly Media - Ideas

MAY 3, 2022

FOMO (Faster Objects, More Objects) is a machine learning model for object detection in real time that requires less than 200KB of memory. It’s part of the TinyML movement: machine learning for small embedded systems. A virtual art museum for NFTs is still under construction, but it exists, and you can visit it.

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Artificial Inteligence Trends Energy Software Review 122

AWS Machine Learning - AI

OCTOBER 24, 2024

The CloudFormation template also provides the required AWS Identity and Access Management (IAM) access to set up the vector database, SageMaker resources, and AWS Lambda Acquire access to models hosted on Amazon Bedrock. Create and associate an action group with an API schema and a Lambda function. Delete the Lambda function.

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AWS Machine Learning - AI

SEPTEMBER 12, 2024

Solution overview You will construct a RAG QnA system on a SageMaker notebook using the Llama3-8B model and BGE Large embedding model. Dr. Farooq Sabir is a Senior Artificial Intelligence and Machine Learning Specialist Solutions Architect at AWS.

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AWS Machine Learning - AI

APRIL 8, 2024

You can also explore how you can use Amazon SageMaker Role Manager to build and manage persona-based IAM roles for common machine learning needs directly through the SageMaker console. tools = [ Tool( name="Pressrelease", func=lambda q: str(index.as_query_engine().query(q)),

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Artificial Inteligence Applications Knowledge Base AWS 121

Mobilunity

MAY 2, 2025

Use AWS Cost Anomaly Detection uses Machine Learning to compute thresholds based on historical spend, distinguishing true anomalies from regular fluctuations Algorithm Selection. EC2, S3, Lambda) that adapt to weekly and monthly patterns to minimize false positives.

Cloud 40

Cloud Google Cloud Systems Review Budget 40

O'Reilly Media - Ideas

MAY 19, 2020

O’Reilly Learning > We wanted to discover what our readers were doing with cloud, microservices, and other critical infrastructure and operations technologies. So we constructed a survey and ran it earlier this year: from January 9th through January 31st, 2020. Machine learning and similar advanced techniques (e.g.,

Cloud 144

Cloud Microservices Serverless Survey 144

Altexsoft

JUNE 1, 2020

Data lakes are repositories used to store massive amounts of data, typically for future analysis, big data processing, and machine learning. You will also learn what are the essential building blocks of a data lake architecture, and what cloud-based data lake options are available on AWS, Azure, and GCP. What Is a Data Lake?

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Data Cloud Azure Technical Review 69

Gorilla Logic

OCTOBER 17, 2018

In this second post on how to build a face recognition app in iOS , we are going to focus on building the server and all the logic necessary to create the machine learning model and communicate with the app. . One of the most common problems in machine learning is face recognition. Next is the training function: .

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Artificial Inteligence Machine Learning How To Training 48

Altexsoft

SEPTEMBER 28, 2021

machine learning , DevOps and system administration, automated-testing, software prototyping, and. was launched with tools for functional programming (lambda, map, filter, and reduce). At the same time, JS pales in comparison with Python regarding data analysis and machine learning tasks. many others.

Weak Development Team 94

Weak Development Team Programming Software Review Systems Review 94

Erik Bernhardsson

OCTOBER 7, 2018

I never studied statistics and learned it kind of “backwards” through machine learning, so I consider myself more as a hacker who picked up statistics along the way. apply ( lambda t : t. You can see that these distribution sort of center around , , and which is how we constructed them in the first place.

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Groups Software Review Data Testing 100

Gorilla Logic

OCTOBER 21, 2022

These are the building blocks used to construct tasks. In this example, we’ll build a pipeline that simulates a machine-learning model by fetching two random numbers from an API and determining if at least one of the “models” is accurate. . Working with operators. Working with XComs. Building a data pipeline with Apache Airflow.

Scalability 52

Scalability Data Examples Lambda 52

O'Reilly Media - Ideas

NOVEMBER 16, 2021

It’s an example of a “domain-specific language” (DSL) constructed to solve a specific kind of problem. With the recent addition of LAMBDA functions, Excel is now a complete programming language in its own right. This deep-learning application was trained by a dermatologist—a subject matter expert—who had no knowledge of programming.

Programming 145

Programming Weak Development Team Software Development Education 145

O'Reilly Media - Ideas

JANUARY 25, 2021

We’re not pretending the frameworks themselves are comparable—Spring is primarily for backend and middleware development (though it includes a web framework); React and Angular are for frontend development; and scikit-learn and PyTorch are machine learning libraries. AWS Lambda) only change the nature of the beast.

Programming 145

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AWS Machine Learning - AI

MARCH 11, 2025

This architecture uses different AWS Lambda Lambda is a serverless AWS compute service that runs event driven code and automatically manages the compute resources. The first Lambda function, DetectIngredients harnesses the power of Amazon Rekognition by using the Boto3 Python API. Choose Create Lambda function.

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Lambda AWS Architecture Training 109

AWS Machine Learning - AI

APRIL 24, 2025

The solution uses the data domain to construct prompt inputs for the generative LLM. This mapping is similar in nature to intent classification, and enables the construction of an LLM prompt that is scoped for each input query (described next). Scoping data domain for focused prompt construction This is a divide-and-conquer pattern.

Artificial Inteligence 108

Artificial Inteligence Enterprise Generative AI Technical Review 108

AWS Machine Learning - AI

NOVEMBER 20, 2024

Amazon S3 invokes an AWS Lambda function to synchronize the data source with the knowledge base. The Lambda function starts data ingestion by calling the StartIngestionJob API function. A Lambda function retrieves the email content from Amazon S3. This bucket is designated as the knowledge base data source.

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Knowledge Base Lambda Artificial Inteligence AWS 111

AWS Machine Learning - AI

OCTOBER 21, 2024

We also recommend that you get started using our Agent Blueprints construct. Either way, you can use the Amazon Bedrock console to quickly create a default AWS Lambda function to get started implementing your actions or tools. Building agents that run tasks requires function definitions and Lambda functions.

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AWS Machine Learning - AI

APRIL 14, 2025

If a query execution fails, the agent can analyze the error messages returned by AWS Lambda and automatically retries the modified query when appropriate. The Lambda function sends the query to Athena to execute. The Lambda function retrieves and processes the results.

Enterprise 85

Enterprise Lambda Generative AI Artificial Inteligence 85

AWS Machine Learning - AI

NOVEMBER 21, 2024

It uses machine learning models to analyze and interpret the text and image data extracted from documents, integrating these insights to generate context-aware responses to queries. Lambda handler: The main function ( lambda_handler ) is invoked when the Lambda function is run. b64encode(contents).decode('utf-8')

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