Does AWS offer machine learning?
Yes, absolutely. AWS (Amazon Web Services) is a global leader in cloud-based machine learning (ML) and artificial intelligence (AI).
In 2026, AWS organizes its machine learning offerings into three distinct layers, depending on whether you want a finished product, a platform to build your own, or the raw hardware to power it all.
1. The Application Layer (Pre-built AI)
These are "plug-and-play" services. You don't need to be a data scientist to use them; you simply send data to an API and get a result.
Amazon Rekognition: For image and video analysis (identifying faces, objects, or inappropriate content).
Amazon Lex: The engine behind Alexa; used to build conversational chatbots.
Amazon Textract: Automatically extracts text and data from scanned documents and PDFs.
Amazon Comprehend: Uses NLP (Natural Language Processing) to find insights and relationships in text.
Amazon Q: A generative AI-powered assistant designed specifically for work and development.
2. The Platform Layer (The "Builder" Tools)
If you want to create your own custom models, this is where you'll spend your time.
Amazon Bedrock: The primary service for Generative AI. It gives you API access to "Foundation Models" from companies like Anthropic (Claude), Meta (Llama), and Amazon’s own Titan models.
Amazon SageMaker: The "gold standard" for end-to-end machine learning. It provides everything a data scientist needs to build, train, and deploy models, including:
SageMaker Studio: A web-based interface for coding.
Autopilot: Automatically builds the best ML models based on your data.
Canvas: A visual, no-code interface for business analysts to create ML predictions.
3. The Infrastructure Layer (Raw Power)
For elite users who need maximum control over their hardware. AWS designs its own chips specifically for ML to keep costs lower than using standard GPUs.
AWS Trainium: Chips optimized for high-performance model training.
AWS Inferentia: Chips designed specifically to run models (inference) as cheaply and quickly as possible.
NVIDIA GPUs: AWS also offers the latest NVIDIA Blackwell and Rubin GPUs for those who prefer industry-standard hardware.
Which one should you choose?
If you want to... | Use this service: |
Build a chatbot like ChatGPT | Amazon Bedrock |
Analyze customer sentiment in reviews | Amazon Comprehend |
Train a custom model for stock prediction | Amazon SageMaker |
Identify objects in security footage | Amazon Rekognition |