Towards AI

JUNE 21, 2023

LangChain, a potent tool for working with LLMs, coupled with Deep Lake, the vector database for all AI data that provides serverless memory to LLMs, forms the course’s centerpiece. The course is divided into eight modules, featuring over 50 practical lessons.

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AWS Machine Learning Blog

MARCH 1, 2024

Use cases for hybrid search The following are some common use cases for hybrid search: Open domain question answering – This involves answering questions on a wide variety of topics. Contextual-based chatbots – Conversations can rapidly change direction and cover unpredictable topics.

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Hacker News

APRIL 18, 2021

Truly serverless. Serverless doesn't mean it's a burstable VM that saves its instance state to disk during periods of idle. I'm dreaming of a world where things are truly serverless. I'll get back to this topic in a second because I think it's an important one! Can't wait. I don't want to pay for idle resources.

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AWS Machine Learning Blog

DECEMBER 29, 2022

With the trained model, we then set up IoT Device Simulator to publish MQTT signals to a topic that will allow testing of the system to identify desired production settings before production data is used, keeping costs low. Create an IoT rule action to read the MQTT topic an send the topic payload to Timestream for storage.

Machine Learning 72

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AWS Machine Learning Blog

MARCH 11, 2024

These challenges led to the decision to create a new cloud-native system that can scale with increased demand and consists of serverless and software as a service (SaaS) components that externalize much of the domain-specific functionality to allow for easier operations and faster time-to-market for changes.

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AWS Machine Learning Blog

MARCH 21, 2023

Configure the SNS topic to be notified about the alarm. Prerequisites Complete the following prerequisite steps: Set up an AWS account and create an AWS Identity and Access Management (IAM) user. For instructions, refer to Secure Your AWS Account. Install the AWS SAM CLI. Select the condition of when you would like the alarm to trigger.

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ODSC - Open Data Science

AUGUST 11, 2023

There’s a lot to consider when learning about data science, such as what topics are relevant, format, and so on. To help you build AI better, we’ve created a list of the top ten virtual talks from ODSC West this year so you can learn a variety of topics and from speakers of different backgrounds.

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IBM Journey to AI blog

JUNE 26, 2023

It isn’t a surprise that so many of the guests on my podcast work on topics and technologies directly related to cloud. No wonder, then, that it became the title of my podcast series—Hybrid Cloud Forecast—which is almost redundant since every aspect of cloud computing is hybrid in nature.

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ODSC - Open Data Science

OCTOBER 13, 2023

Taylor is a frequent speaker and writer on AI topics. He also initiated and built Nuclio, a leading open-source serverless framework with over 4,000 Github stars and MLRun, a cutting-edge open-source MLOps orchestration framework. After that, he worked as a quant at a hedge fund on a 600 GPU cluster.

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AWS Machine Learning Blog

NOVEMBER 3, 2023

These Lambda functions and Fargate containers then make this data available for further use in the appropriate MSK topics. Simultaneously, the shot speed data finds its way to a designated topic within our MSK cluster. Once the Lambda function is triggered, it stores the data in an Amazon Aurora Serverless database.

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AWS Machine Learning Blog

MARCH 30, 2023

Both the Lambda function and the Fargate container publish the data for further consumption in the relevant MSK topics. Additionally, the ball recovery times are sent to a specific topic in the MSK cluster, where they can be accessed by other Bundesliga Match Facts.

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AWS Machine Learning Blog

JANUARY 5, 2024

Event-driven architecture – The pipelines for model training, model deployment, and model monitoring are well integrated by use Amazon EventBridge , a serverless event bus. If the model fails at metric validation, the notification is sent by a Lambda function to the target topic registered in Amazon Simple Notification Service (Amazon SNS).

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AWS Machine Learning Blog

NOVEMBER 17, 2023

If the moderation result violates any rules, send notifications to an Amazon Simple Notification Service (Amazon SNS) topic, alerting downstream systems with moderation warnings. The system is a serverless web app, featuring a static React front end hosted on Amazon S3 with Amazon CloudFront for caching.

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AWS Machine Learning Blog

APRIL 16, 2024

Additionally, we explore topics such as version control, aliases, integrating AWS Lambda functions, creating conditional branches, and enabling logging. AWSTemplateFormatVersion: "2010-09-09" Transform: AWS::Serverless-2016-10-31 Description: CloudFormation template for book hotel bot. Resources: # 1.

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AWS Machine Learning Blog

MAY 15, 2024

We cover the technical implementation using the Anthropic Claude large language model (LLM) on Amazon Bedrock and AWS Lambda deployed with the AWS Serverless Application Model (AWS SAM). It shows how to randomly generate questions and answers from lecture files, implemented as a simple serverless application. The Docker engine.

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AWS Machine Learning Blog

OCTOBER 2, 2023

The serverless nature of this service and native Step Functions capabilities like AWS service API integrations allow you to quickly set up this workflow. For other topics and use cases, refer to our Machine Learning and IoT blogs. These messages can be viewed via the MQTT test client on the AWS IoT console for debugging.

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IBM Journey to AI blog

DECEMBER 19, 2023

This post expands on the topic and provides a maturity model and building blocks that help enterprises accelerate their software supply chain lifecycle in the ever-evolving landscape of enterprise cloud-native software development.

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AWS Machine Learning Blog

NOVEMBER 7, 2023

Large language models (LLMs) with their broad knowledge, can generate human-like text on almost any topic. This synergy enables more accurate topic modeling, content recommendation, and semantic search capabilities. However, their training on massive datasets also limits their usefulness for specialized tasks.

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Flipboard

NOVEMBER 24, 2023

Moreover, the JuMa infrastructure, which is based on AWS serverless and managed services, helps reduce operational overhead for DevOps teams and allows them to focus on enabling use cases and accelerating AI innovation at BMW Group. Marinus is a big advocate of microservices, serverless architectures, and agile working.

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AWS Machine Learning Blog

FEBRUARY 15, 2024

Typically, that expert will test the model endpoint, evaluate the size of computing equipment required for the target application, and determine most cost-efficient deployment, such as deployment for serverless inference or batch inference. These steps are normally automated (for instance, using Amazon Sagemaker Pipelines or the Amazon SDK ).

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AWS Machine Learning Blog

NOVEMBER 22, 2023

When your architecture is loosely coupled and uses serverless and managed services, you can enable new features without difficulty and replace components to improve sustainability and gain performance efficiencies. This makes them a good fit for serverless solutions. In this section, we share some best practices.

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Flipboard

MARCH 13, 2023

Lambda is a serverless, event-driven compute service that lets you run code for virtually any type of application or backend service without provisioning or managing servers. ML model training and evaluation pipeline After the image is published, it triggers the training and evaluation Apache Airflow pipeline through the AWS Lambda function.

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AWS Machine Learning Blog

MAY 5, 2023

Understanding the nuances between search queries for similar topics is important to provide relevant results and minimize the effort required from the user to manually sort through results. Interpreting search context also contributes to simplification of results. The following figure shows the original image with detected services.

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AWS Machine Learning Blog

MAY 9, 2024

Similarly, employing serverless architectures such as AWS Lambda empowers automatic scaling based on demand, reducing operational complexity while offering flexibility in resource allocation. Stay tuned as we continue to explore the AI/ML CoE topics in our upcoming posts in this series. About the Authors Ankush Chauhan is a Sr.

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The MLOps Blog

JANUARY 11, 2023

While executing the script, any issues will be logged for tracking, and the final report is sent to the teams that are subscribed to the topic. However, the WebSocket library should be added as a layer to the Lambda function. sm_client = boto3.client( split( "?"

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AWS Machine Learning Blog

MAY 14, 2024

We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic. Because Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with.

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AWS Machine Learning Blog

FEBRUARY 9, 2024

Because Amazon Bedrock is serverless, you don’t have to manage any infrastructure, and you can securely integrate and deploy generative AI capabilities into your applications using the AWS services you are already familiar with. For more information, refer to Building a Multi-Tenant SaaS Solution Using AWS Serverless Services.

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AWS Machine Learning Blog

MAY 9, 2024

Verisk compared using Amazon OpenSearch Serverless with several embedding approaches and Amazon Kendra, and saw better retrieval results with Amazon Kendra. Central to this process was crafting questions designed to assess the bot’s ability to comprehend and respond effectively across a diverse range of topics and scenarios.

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Mlearning.ai

JULY 10, 2023

Serverless: BigQuery is a serverless solution, which means you don’t have to worry about capacity planning, software updates, or patching. Now let’s get into the main topic of the article. It will automatically scale queries to handle any size data set, so you can focus on analyzing your data.

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AWS Machine Learning Blog

MARCH 14, 2024

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage any infrastructure. This makes the chatbot’s responses more knowledgeable and natural. This helps address limited coverage issues.

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AWS Machine Learning Blog

OCTOBER 9, 2023

Machine learning (ML) can analyze large volumes of product reviews and identify patterns, sentiments, and topics discussed. His expertise spans application architecture, DevOps, serverless, and machine learning. Aaqib’s focus areas include machine learning, serverless, analytics, and communication services

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AWS Machine Learning Blog

JUNE 1, 2023

SageMaker provides plenty of options for model deployment, such as real-time inference, serverless inference, and asynchronous inference. SageMaker provides several options for model deployment, such as real-time inference, asynchronous inference, serverless inference, and batch inference.

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IBM Journey to AI blog

DECEMBER 1, 2023

IBM Cloud Code Engine is a fully managed, serverless platform to (not only) run your containerized workloads. In this post, I am going to take a fresh look at that topic and discuss the options on how to move from IBM Cloud Functions to Code Engine. ” In 2021, there were only Code Engine apps and jobs. .”

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Flipboard

DECEMBER 6, 2023

Amazon Bedrock is fully serverless with no underlying infrastructure to manage extending access to available models through a single API. In Q4’s solution, we use Amazon Bedrock as a serverless, API-based, multi-foundation model building block.

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AWS Machine Learning Blog

OCTOBER 10, 2023

For each training round, the state machine sends out an Amazon Simple Notification Service (Amazon SNS) notification to the topic global_model_ready , along with a task token (Step 1). There are SQS queues subscribing to the global_model_ready topic. First, the FL server uses serverless services, such as Step Functions and Lambda.

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AWS Machine Learning Blog

MAY 7, 2024

We recommend exploring Amazon OpenSearch Serverless for production deployment for indexing and retrieval. OpenSearch Serverless can index billions of records and has expanded its auto scaling capabilities to efficiently handle tens of thousands of query transactions per minute.

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phData

APRIL 18, 2023

Snowflake’s Kafka Connector automatically ingests data directly from a Kafka topic in real-time, Snowpipe is an entirely serverless process, and Snowflake manages the operation entirely, scaling out the compute as needed.

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