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ai-ml-examples

Notebook examples showcasing AWS AI/ML services

amazon-sagemaker-data-wrangler-hospital-readmission-prediction

This is a example to demonstrate Amazon SageMaker Data Wrangler capabilities. The workshop showcases entire ML workflow steps for Diabetic Patient Readmission Dataset from UCI.

amazon-sagemaker-feature-store-end-to-end-workshop

amazon-sagemaker-kernel-builder

amazon-sagemaker-nlu-search

This repository is part of a blog post that guides users through creating a NLU search application using Amazon SageMaker and Amazon Elasticsearch service

amazon-sagemaker-notebook-instance-lifecycle-config-samples

A collection of sample scripts to customize Amazon SageMaker Notebook Instances using Lifecycle Configurations

amazon-sagemaker-predict-training-resource-usage

amazon-sagemaker-script-mode

Amazon SageMaker Script Mode examples

amazon-sagemaker-secure-mlops

amazon-sagemaker-workshop

Amazon SageMaker workshops: Introduction, TensorFlow in SageMaker, and more

autoencoders

Implementation of simple autoencoders networks with Keras

autopilot-batch

Example notebooks demonstrating how to make batch predictions with SageMaker Autopilot

aws-cross-account-inference

Invoke a Sagemaker Endpoint in another AWS account from an app (or notebook instance) that is in a private VPC (no internet) using cross-account assume role and private link

aws-ml-pipelines

Collection of AWS code samples for ML Workflow creation and orchestration

aws-saas-factory-eks-reference-architecture

aws-sagemaker-chatbot-memory

Build a context-aware chatbot with short and long-term memory using AWS SageMaker and other AWS services for improved user interactions.

aws-sagemaker-workshop

Collection of SageMaker centric notebooks for customers

chatgpt-decoded-gpt2-faq-bot-rlhf-ppo

A Practical Guide to Developing a Reliable FAQ Chatbot with Reinforcement Learning and Human Feedback using GPT-2 on AWS

fdiworkshop

feature-encoders

Data Wrangler Feature Encoders

feature-store

A python sdk to create and upload Feature-Groups within AWS

featurestore-sts-access

Using STS assumed roles to enable cross account access for SageMaker Feature Store

flask-protobuf-sagemaker-demo

Invoke Sagemaker MXNet endpoint from a Docker container

fruit-data-with-colours

Fruit data with Colours

gpt-prompt-engineer

illustrated-machine-learning.github.io

Website containing illustrations about Machine Learning theory!

knowledge-augmented-llms

Context is Key: Combining Embedding-based Retrieval with LLMs for Comprehensive Knowledge Enrichment

lambda-collection

Collection of AWS Lambda related assets

learn-cantrill-io-labs

Standard and Advanced Demos for learn.cantrill.io courses

mlops-for-low-code-sagemaker

MLOps for Low-code ML with Amazon SageMaker