AWS Whitepaper Part 4

TensorFlow on AWS

TensorFlow enables developers to quickly and easily get started with deep learning in the cloud. The framework has broad support in the industry and has become a popular choice for deep learning research and application development, particularly in areas such as computer vision, natural language understanding and speech translation.

Amazon HealthLake

a HIPAA-eligible service that healthcare providers, health insurance companies, and pharmaceutical companies can use to store, transform, query, and analyze large-scale health data

Amazon Fraud Detector

a fully managed service that uses machine learning (ML) and more than 20 years of fraud detection expertise from Amazon, to identify potentially fraudulent activity so customers can catch more online fraud faster

Amazon Elastic Inference

allows you to attach low-cost GPU-powered acceleration to Amazon EC2 and Amazon SageMaker instances to reduce the cost of running deep learning inference by up to 75%. Amazon Elastic Inference supports TensorFlow, Apache MXNet, PyTorch, and ONNX models.

Amazon Lookout for Equipment

analyzes the data from the sensors on your equipment (e.g. pressure in a generator, flow rate of a compressor, revolutions per minute of fans), to automatically train a machine learning model based on just your data, for your equipment - with no ML expertise required.

AWS Control Tower

automates the set-up of a baseline environment, or landing zone, that is a secure, well-architected multi-account AWS environment.

Amazon Transcribe

automatic speech recognition (ASR) service that makes it easy for developers to add speech-to-text capability to their applications.

AWS CloudFormation

gives developers and systems administrators an easy way to create and manage a collection of related AWS resources, provisioning and updating them in an orderly and predictable fashion.

AWS DeepLens

helps put deep learning in the hands of developers, literally, with a fully programmable video camera, tutorials, code, and pre-trained models designed to expand deep learning skills.

Amazon SageMaker Ground Truth

helps you build highly accurate training datasets for machine learning quickly

Amazon Lookout for Vision

machine learning (ML) service that spots defects and anomalies in visual representations using computer vision (CV).

AWS Inferentia

machine learning inference chip designed to deliver high performance at low cost.

Amazon Rekognition

makes it easy to add image and video analysis to your applications using proven, highly scalable, deep learning technology that requires no machine learning expertise to use.

AWS Auto Scaling

monitors your applications and automatically adjusts capacity to maintain steady, predictable performance at the lowest possible cost.

Amazon Translate

neural machine translation service that delivers fast, high-quality, and affordable language translation

AWS Deep Learning AMIs

provide machine learning practitioners and researchers with the infrastructure and tools to accelerate deep learning in the cloud, at any scale

AWS Compute Optimizer

recommends optimal AWS resources for your workloads to reduce costs and improve performance by using machine learning to analyze historical utilization metrics

Amazon CloudWatch

s a monitoring and management service built for developers, system operators, site reliability engineers (SRE), and IT managers.

Amazon Kendra

s an intelligent search service powered by machine learning. Kendra reimagines enterprise search for your websites and applications so your employees and customers can easily find the content they are looking for, even when it's scattered across multiple locations and content repositories within your organization

Amazon Lex

service for building conversational interfaces into any application using voice and text. Lex provides the advanced deep learning functionalities of automatic speech recognition (ASR) for converting speech to text, and natural language understanding (NLU) to recognize the intent of the text, to enable you to build applications with highly engaging user experiences and lifelike conversational interactions.

AWS DeepRacer

is a 1/18th scale race car which gives you an interesting and fun way to get started with reinforcement learning (RL).

Amazon Textract

is a service that automatically extracts text and data from scanned documents.

Amazon Polly

is a service that turns text into lifelike speech. Polly lets you create applications that talk, enabling you to build entirely new categories of speech-enabled products. Polly is an Amazon artificial intelligence (AI) service that uses advanced deep learning technologies to synthesize speech that sounds like a human voice

AWS CloudTrail

is a web service that records AWS API calls for your account and delivers log files to you. The recorded information includes the identity of the API caller, the time of the API call, the source IP address of the API caller, the request parameters, and the response elements returned by the AWS service.

Apache MXNet on AWS

is a fast and scalable training and inference framework with an easy-to-use, concise API for machine learning.

AWS Config

is a fully managed service that provides you with an AWS resource inventory, configuration history, and configuration change notifications to enable security and governance.

Amazon Forecast

is a fully managed service that uses machine learning to deliver highly accurate forecasts.

Amazon SageMaker

is a fully-managed service that enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale.

Amazon Personalize

is a machine learning service that makes it easy for developers to create individualized recommendations for customers using their applications.

Amazon Monitron

is an end-to-end system that uses machine learning (ML) to detect abnormal behavior in industrial machinery, enabling you to implement predictive maintenance and reduce unplanned downtime

AWS Chatbot

is an interactive agent that makes it easy to monitor and interact with your AWS resources in your Slack channels and Amazon Chime chat rooms.

AWS DeepComposer

is the world's first musical keyboard powered by machine learning to enable developers of all skill levels to learn Generative AI while creating original music outputs.

Amazon Lookout for Metrics

uses machine learning (ML) to automatically detect and diagnose anomalies (i.e. outliers from the norm) in business and operational data, such as a sudden dip in sales revenue or customer acquisition rates