Discover kyopark2014/Visual_Localization Open Source project

Multimodal RAG based on Llama 3.2

llama3.2-rag-bot

It shows case studies of the LangGraph agent.

langgraph-agent

It describes how to provide the stable diffusion function using api server.

stable-diffusion-api-server

It shows how to use mutimodal and RAG based on multi-region LLM.

llm-multimodal-and-rag

It is a chatbot for question and answering using RAG based on LLM

question-answering-chatbot-with-vector-store

It decribes code generation using RAG.

rag-code-generation

The project shows how to develop an interactive chatbot using Lex and open APIs. Lex provides operations using User Intent but it may response the dupulicated answers for unknown intents. Thus the proposed architecture uses Open APIs such as ChatGPT.

interactive-chat-using-Lex-and-ChatGPT

It shows a simple chatbot based on bedrock LLM where Question/Answering and Summerization of a document are provided based on LangChain.

simple-chatbot-using-LLM-based-on-amazon-bedrock

It shows how to deploy ipc client v2 in IoT Greengrass using AWS CDK.

iot-greengrass-with-ipc-client-v2

Web chat server and client based on socket.io

webchat-golang-socketio

iot-greengrass-with-lambda-component

It show how to deploy lambda component in IoT Greengrass.

It shows an intelligent agent based on LangGraph for long form writing.

writing-agent

nginx based on kubernetes

hello-nginx-kubernetes

Smarty

ML-Algorithms

It summerizes the algorithms of Machine Learning.

It shows a question/answering chatbot using Amazon Bedrock with RAG based on Amazon Kendra.

question-answering-chatbot-with-kendra

It shows a salable system to store data from IoT devices and then provide an analysis to help health management.

heartbeat-kubernetes

Smarty

json-to-mysql

It shows how to convert json to mysql.

It is a sample of nodejs with kubernetes

hello-nodejs-kubernetes

It is a voice bot based on LLM.

llm-voicebot

It shows how to deploy and use an agent with LLM.

llm-agent

It shows API server for image classification based on RESNET-50.

image-classification-api-server

gRPC interface using golang in Kubernetes

grpc-golang-kubernetes

iot-analytics-for-thermometer

It shows IoT analytics infrastructure to gather sensor information using M5Stack, AWS IoT Edukit.

LLM-LangChain

It shows how to use langchain for sagemaker endpoint.

It shows a chatbot using Llama 2 based on LangChain.

Llama2-chatbot-with-vector-store

It shows the algorithm for human detection

Human_Detection

It is a client based on browser for chat application

webchat-js-webclient

It shows how to deploy docker component in IoT Greengrass

iot-greengrass-with-container-component

Redis interface using golang in kubernetes

redis-golang-kubernetes

image-classification-via-iot-greengrass

It shows how to create custom component for image classification in IoT Device.

It shows how to deploy a chatbot using Llama3 70B based on LangChain.

llama3-70b-langchain

It is a chat server based on PUBSUB in which socket.io is used to connect the server and client.

webchat-golang-chat

HTML

simple-serverless-storytime

It is a simple serverless architecture for StoryTime.

It shows how to deploy ML inference API based on XGBoost using AWS CDK in AWS Lambda.

lambda-with-ML-container

The combination of Dynamo DB and Redis Cache has a strength to reduce the traffic of database and ensure fast operations

dynamodb-golang-sample

iot-greengrass

It describes IoT Greengrass in order to make edge environment for IoT devices.

It shows hyperspectral image processing

Hyperspectral_Image_Processing

It is a tutorial about AWS serverless architecture to show enhancing throughput performance.

serverless-storytime

This server is sharing user profile where Redis is used to reduce the number of read requests for Dynamo DB based on golang

webchat-golang-profile

whitebalance_enhancement

It has two projects: white balance measurement program and white balance enhancement algorithm for TV

It is a salable chat service based on socket.io and PUBSUB for messaging application. There are three repositories related to this project for chatting, sharing profile and showing in browser.

webchat

llm-fine-tuning

It summarize the theory of fine tuning.

It shows how to enhance searching in RAG

rag-enhanced-searching

REST API Server based on kubernetes

api-golang-kubernetes

iot-data-generator

It shows how to generate iot data.

This project is an implement of cache store based on golang in kubernetes which uses RDBMS and Redis Cache in order to reduce the number of database accesses.

cachestore-golang-kubernetes

webchat-nodejs

It shows socket communication between web client and server where the client is using javascript and the server is using node.js.

It shows how to deploy ML inference component based on XGBoost using IoT Greegrass in devices.

iot-with-ML-container

It shows socket.io communication between web client and server in which javascript is using for the client and golang is using for the application server.

webchat-golang

aws-security-token-service

It shows how to generate and use temporary security credential using AWS STS.

It shows the algorithm of particle tracking for tracking objects

Object_Tracking_Algorithm

It shows how to deploy ChatGPT using Lambda for chat client.

ChatGPT

It describes the features of AWS personalize.

aws-personalize

This is a case study showing how to deploy "Wait-for-Callback" using Step Functions

case-study-wait-for-callback

It shows a serverless architecture for call center analytics.

call-center-analytics

It prepares the demo of emotion garden.

emotion-garden

It corrects docs for technical summary

technical-summary

Shell

data-analytics-for-businfo

It shows an effective way to correct bus arrival information using data analytics based on Amazon Serverless such as Kiness Data Stream, Kinesis Data Firehose, S3, and Lambda.

It shows how to develop a ML model for an actual case using AWS SageMaker.

aws-sagemaker

It shows how to make a chabot based on Falcon foundation model using SageMaker JumpStart

chatbot-based-on-Falcon-FM

It shows a development environment using Cloud9 for stable diffusion model.

stable-diffusion-model

It shows how to escape cross-origin issues for web client and API server using CloudFront routing.

aws-routable-cloudfront

It is a place to summerize IoT objects.

IoT-Core-Contents

It shows a conversational chatbot using Llama2.

Llama2-conversational-chatbot

Bus arrival infomration is provided by a Restful API based on Serverless Architecture.

centerfield-businfo

It shows a visual tracking system using drons where a target is tracked and monotorized easily based on cloud system.

visual-tracking-with-drones

image-recommender-based-on-emotion

It is a reommender system for images based on emotion.

It shows the generative AI for Text.

generative-ai-for-text

It is a repository to prepare a demo for dansing robot.

demo-robo-soulmate

It shows a RAG chatbot using Amazon Bedrock Claude and Kendra.

rag-chatbot-using-bedrock-claude-and-kendra

It shows a chatbot based on multi-RAG and multi region LLM.

multi-rag-and-multi-region-llm-for-chatbot

It is a chatbot based on LangChain.

korean-chatbot-using-amazon-bedrock

It shows an advanced RAG with Reflection where LangGraph is used for workflow management.

rag-with-reflection

It shows how to manage s3 trigger events using scheduler based on SQS and manager based on DynamoDB

case-study-s3-trigger-event

It decribes how to use aws athena for data analytics

aws-athena

chaos-enginnering

It introduces the chaos engineering for AWS.

aws-iot-twinmaker

It describes AWS IoT TwinMaker.

serverless-filestore

It shows a filesharing way using aws serverless services such as api-gateway, s3, and lambdas.

It explains how to use step fuctions.

aws-step-functions

It shows xgboost algorithm for machine learning.

ML-xgboost

It use ConversationalRetrievalChain for a chatbot

conversational-chatbot

It describes AWS IoT Sitewise.

aws-iot-sitewise

aws-iot-edukit

It describe how to use aws iot edukit

serverless-textextraction

It shows a method for text extraction from an image based on Amazon Textrect

It is an IoT data generator for TwinMaker whre the source has multiple waveforms from an entity

iot-data-generator-for-twinmaker

It shows a campaign producer for AWS PinPoint

campaign-producer-for-pinpoint

This is a simple serverless file store which has enough ability to share files but it doesn't have a feature to manage multiple acounts for simplicity.

simple-serverless-filestore

It describes AWS Fleetwise which is an useful managed service to colect, transform, and transfer vehicle data to the cloud in near real time.

aws-iot-fleetwise

aws-kinesis-video-streams

It shows how to use kinesis video streams in order to gather stream data from IoT devices.

lambda-function-url

It shows how to use lambda function URL using CDK.

stable-diffusion-2

under construction

It will support Korean OCR.

korean-ocr

It shows how to use mutimodal and RAG based on LLM.

multimodal-on-aws

It shows how to develop a stream chatbot using websocket and amazon bedrock.

stream-chatbot-for-amazon-bedrock

It shows a chatbot with Amazon Kendra using Llama 2.

Llama2-chatbot-with-kendra

It shows multiple use cases about adoptive agent.

adoptive-agent