AWS Machine Learning Blog

MARCH 1, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. With a knowledge base, you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for fully managed Retrieval Augmented Generation (RAG). Hybrid search can better handle such open-ended dialogs.

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AWS Machine Learning Blog

MARCH 11, 2024

Since implementing Amazon Personalize, VistaPrint increased their conversion rate by 10 percent and reduced their total cost of ownership by 30 percent. Transform the data to create Amazon Personalize training data. Import bulk historical data to train Amazon Personalize models. Stream ecommerce website events to a CDP.

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Dataconomy

JANUARY 10, 2024

The recent developments at Twitch have been marked by a significant Twitch layoff, as the platform owned by Amazon is set to reduce its workforce considerably. The Twitch layoff has become a major topic of discussion in the tech industry ( Image credit ) Amazon’s decision to close down certain projects has also impacted Twitch.

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ODSC - Open Data Science

SEPTEMBER 29, 2023

After months of AI-generated content flooding Amazon’s self-publishing service, the tech giant looks to crack down on AI-generated content. In a report from Fox News , Amazon is now requiring disclosure of AI-generated content after waves of complaints. At the very least, authors have to disclose if their work contains any level of AI.

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Data Science Dojo

NOVEMBER 15, 2023

The event will cover a wide range of topics, including the latest technologies, strategies, and processes about data platforms, governance, and contracts, generative AI, and more. The AI Expo features a variety of talks, workshops, and demos on a wide range of AI topics.

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AWS Machine Learning Blog

NOVEMBER 17, 2023

Amazon Interactive Video Service (Amazon IVS) is a managed live streaming solution that is designed to provide a quick and straightforward setup to let you build interactive video experiences and handles interactive video content from ingestion to delivery. For details about Amazon IVS costs, refer to Costs (Low-Latency Streaming).

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Data Science Dojo

OCTOBER 10, 2023

The event will cover a variety of topics related to generative AI and data storytelling, including: What is generative AI and how does it work? It is a great opportunity to learn from an expert in the field and to network with other professionals who are interested in these topics. How can generative AI be used for data storytelling?

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Data Science Dojo

JULY 27, 2023

Sentiment analysis and text classification: Custom LLMs can be used to analyze text and classify it according to its sentiment or topic. Sentiment analysis and text classification: Google uses custom LLMs to analyze text and classify it according to its sentiment or topic.

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AWS Machine Learning Blog

OCTOBER 26, 2023

Amazon Kendra is an intelligent search service powered by machine learning (ML). Amazon Kendra helps you easily aggregate content from a variety of content repositories into a centralized index that lets you quickly search all your enterprise data and find the most accurate answer. Drupal is a content management software. Choose Next.

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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. Today, we are excited to unveil three generative AI demos, licensed under MIT-0 license : Amazon Kendra with foundational LLM – Utilizes the deep search capabilities of Amazon Kendra combined with the expansive knowledge of LLMs.

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AWS Machine Learning Blog

APRIL 16, 2024

Amazon Lex is a fully managed artificial intelligence (AI) service with advanced natural language models to design, build, test, and deploy conversational interfaces in applications. Managing your Amazon Lex bots using AWS CloudFormation allows you to create templates defining the bot and all the AWS resources it depends on.

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AWS Machine Learning Blog

JANUARY 5, 2024

Artificial intelligence (AI) and machine learning (ML) offerings from Amazon Web Services (AWS) , along with integrated monitoring and notification services, help organizations achieve the required level of automation, scalability, and model quality at optimal cost. The pipeline should also be launched by the data push event to S3.

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Data Science 101

SEPTEMBER 28, 2019

Amazon and Coursera have teamed up to create Getting Started with AWS Machine Learning. Topics covered are: Machine Learning. Amazon Sagemaker. Computer Vision. Happy Learning!

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AWS Machine Learning Blog

SEPTEMBER 19, 2023

For unstructured data, the agent uses AWS Lambda functions with AI services such as Amazon Textract for document analysis, Amazon Transcribe for speech recognition, Amazon Comprehend for NLP, and Amazon Kendra for intelligent search. The agent also has long-term memory for storing prompts and results in Amazon DynamoDB.

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Data Science Dojo

NOVEMBER 7, 2023

Another example is Amazon, which uses AI to power its product recommendations and search engines. AI helps Amazon understand user search queries and recommend the most relevant products. This has helped Amazon to increase sales and improve customer satisfaction.

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DrivenData Labs

MARCH 26, 2024

These data sources spanned an impressive range of topics and formats. What motivated you to choose this topic? What motivated you to choose this topic? Another aspect we considered was researching the impacts of microplastics on Amazon rivers, which are affected by pollution originating from the seas.

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AWS Machine Learning Blog

DECEMBER 7, 2023

In this post, we describe the end-to-end workforce management system that begins with location-specific demand forecast, followed by courier workforce planning and shift assignment using Amazon Forecast and AWS Step Functions. These predictions, produced with Amazon Forecast, help determine when and how many couriers each warehouse needs.

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AWS Machine Learning Blog

DECEMBER 29, 2022

Now, teams that collect sensor data signals from machines in the factory can unlock the power of services like Amazon Timestream , Amazon Lookout for Equipment , and AWS IoT Core to easily spin up and test a fully production-ready system at the local edge to help avoid catastrophic downtime events. Solution overview. Prerequisites.

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AWS Machine Learning Blog

NOVEMBER 9, 2023

Central model registry – Amazon SageMaker Model Registry is set up in a separate AWS account to track model versions generated across the dev and prod environments. Prod environment – Where the ML pipelines from dev are promoted to as a first step, and scheduled and monitored over time.

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Smart Data Collective

AUGUST 17, 2022

You can safely use an Apache Kafka cluster for seamless data movement from the on-premise hardware solution to the data lake using various cloud services like Amazon’s S3 and others. It is because you usually see Kafka producers publish data or push it towards a Kafka topic so that the application can consume the data.

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AWS Machine Learning Blog

MAY 9, 2024

At Amazon, we believe innovation (rethink and reinvent) drives improved customer experiences and efficient processes, leading to increased productivity. Platform – A central platform such as Amazon SageMaker for creation, training, and deployment. As maintained by Gartner , more than 80% of enterprises will have AI deployed by 2026.

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Flipboard

MARCH 13, 2023

Therefore, VMware Carbon Black and AWS chose to build a custom MLOps pipeline using Amazon SageMaker for its ease of use, versatility, and fully managed infrastructure. In this post, VMware Carbon Black and AWS architects discuss how we built and managed custom ML workflows using Gitlab , Amazon MWAA, and SageMaker.

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AWS Machine Learning Blog

MAY 5, 2023

In this post, we discuss a machine learning (ML) solution for complex image searches using Amazon Kendra and Amazon Rekognition. 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.

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AWS Machine Learning Blog

AUGUST 11, 2023

Amazon Translate is a neural machine translation service that delivers fast, high-quality, affordable, and customizable language translation. Refer to Customize Amazon Translate output to meet your domain and organization specific vocabulary to get started on custom terminology. Choose the Text tab. For Target language , choose French.

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AWS Machine Learning Blog

FEBRUARY 14, 2023

Amazon Kendra is an intelligent search service powered by machine learning (ML). When the user signs in to an Amazon Lex chatbot, user context information can be derived from Amazon Cognito. The Amazon Lex chatbot can be integrated into Amazon Kendra using a direct integration or via an AWS Lambda function.

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AWS Machine Learning Blog

MARCH 21, 2023

Amazon SageMaker customers can view and manage their quota limits through Service Quotas. In addition, they can view near real-time utilization metrics and create Amazon CloudWatch metrics to view and programmatically query SageMaker quotas. To learn more, refer to Getting started with Amazon SageMaker. Choose Next.

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AWS Machine Learning Blog

MAY 22, 2023

This post describes how to perform instruction fine-tuning of an LLM, namely FLAN T5 XL, using Amazon SageMaker Jumpstart. We demonstrate how to accomplish this using both the Jumpstart UI and a notebook in Amazon SageMaker Studio. You can find the accompanying notebook in the amazon-sagemaker-examples GitHub repository.

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Smart Data Collective

FEBRUARY 20, 2022

AWS (Amazon Web Services), the comprehensive and evolving cloud computing platform provided by Amazon, is comprised of infrastructure as a service (IaaS), platform as a service (PaaS) and packaged software as a service (SaaS). With its wide array of tools and convenience, AWS has already become a popular choice for many SaaS companies.

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Data Science 101

JANUARY 25, 2021

Watch the Live Show on Amazon Live. Data Management, Stories, Video and more topics. Here are some of the potential topics. He is also a live streamer, video creator, podcaster, and entertaining person. Connect with Scott Taylor. Date: 1/26/2021 at 2:10pm CST – I hope you can join us. With Scott, there is a lot to discuss.

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SEPTEMBER 28, 2023

SuperDataScience Podcast The most listened-to podcast in the industry, SuperDataScience brings you the latest machine learning, artificial intelligence, and data career topics from across both academia and industry. In lighthearted conversation with renowned guests, host Dr. Jon Krohn cuts through the hype to fuel your professional impact.

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AWS Machine Learning Blog

AUGUST 14, 2023

Amazon SageMaker JumpStart is a machine learning (ML) hub offering algorithms, models, and ML solutions. You can also access the foundation models thru Amazon SageMaker Studio. To learn more about instruction tuning, refer to Zero-shot prompting for the Flan-T5 foundation model in Amazon SageMaker JumpStart.

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AWS Machine Learning Blog

NOVEMBER 22, 2023

Frequent throttling – You may experience throttling by AWS services like Amazon Textract due to request limits. Amazon Textract Service Quota Calculator. You can also implement alarms in Amazon CloudWatch and triggers to alert when unusual error spikes occur.

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Data Science Dojo

APRIL 4, 2023

Python for Data Science – Data Science Dojo Python for Data Science Course Outline Data Science Dojo’s Introduction to Python for Data Science course covers the following topics: Introduction to Python : Learn the basics of Python programming, including data types, control structures, and functions.

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AWS Machine Learning Blog

JUNE 8, 2023

This approach creates a more human-like conversation experience and accommodates several topics. We have included a sample project to quickly deploy an Amazon Lex bot that consumes a pre-trained open-source LLM. The Amazon Lex V2 bot has the built-in AMAZON.FallbackIntent intent type.

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Data Science Dojo

SEPTEMBER 12, 2023

Online Reviews: Scrutinize reviews on websites such as Yelp, Amazon, or specialized industry review sites. Identify Key Topics: Discover what aspects of your products, services, or campaigns are driving sentiment. Customer Surveys: Conduct surveys to directly gather feedback from your audience.

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AWS Machine Learning Blog

FEBRUARY 2, 2024

In this post, you’ll see an example of performing drift detection on embedding vectors using a clustering technique with large language models (LLMS) deployed from Amazon SageMaker JumpStart. For prompt data, that might indicate that the types of questions coming into the system are covering more topics.

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Iguazio

SEPTEMBER 20, 2023

Amazon Question/Answer Data 1.4 million answered questions based on Amazon product reviews. Amazon Reviews Approximately 82 million Amazon ratings and metadata from nearly 21 million users from a period of over 18 years. The WikiQA Corpus Question and answer pairs that link to Wikipedia pages with the answer.

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