Sungmin Kim's starred repositories
haystack
:mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.
ml-engineering
Machine Learning Engineering Open Book
pytorch-deep-learning
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
deep-learning-v2-pytorch
Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101
100-pandas-puzzles
100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)
amazon-bedrock-workshop
This is a workshop designed for Amazon Bedrock a foundational model service.
best-of-streamlit
🏆 A ranked gallery of awesome streamlit apps built by the community
langchain-kr
LangChain 공식 Document, Cookbook, 그 밖의 실용 예제를 바탕으로 작성한 한국어 튜토리얼입니다. 본 튜토리얼을 통해 LangChain을 더 쉽고 효과적으로 사용하는 방법을 배울 수 있습니다.
generative-ai-on-aws
Generative AI on AWS
amazon-bedrock-samples
This repository contains examples for customers to get started using the Amazon Bedrock Service. This contains examples for all available foundational models
amazon-sagemaker-local-mode
Amazon SageMaker Local Mode Examples
Inside-Deep-Learning
Inside Deep Learning: The math, the algorithms, the models
Streamlit-for-Data-Science
A repo for the book 'Streamlit for Data Science' by Tyler Richards
Generative-Deep-Learning-Code-in-Pytorch
The code repository for examples in the O'Reilly book 'Generative Deep Learning' using Pytorch
amazon-bedrock-rag-workshop
Workshop Studio
amazon-sagemaker-generativeai
Repository for training and deploying Generative AI models, including text-text, text-to-image generation and prompt engineering playground using SageMaker Studio.
mathematical-methods-in-deep-learning-ipython
Python code (in the form of Jupyter ipython notebooks) to support the book "Math and Architectures of Deep Learning" (Krishnendu Chaudhury with Ananya Ashok, Sujay Narumanchi, Devashish Shankar).
MathForDeepLearning
Source code for the book "Math for Deep Learning" (No Starch Press)
Getting-started-with-Streamlit-for-Data-Science
Getting started with Streamlit for Data Science, published by Packt
generative-ai-on-aws-immersion-day
Generative AI on AWS Immersion Day
aws-dms-serverless-mysql-to-s3-migration
AWS DMS Serverless data pipeline from MySQL to S3
aws-dms-serverless-to-kinesis-data-pipeline
Data Pipeline for CDC data from MySQL DB to Amazon Kinesis Data Streams through Amazon Kinesis using Amazon DMS Serverless
rag-with-amazon-bedrock-and-opensearch
Question Answering application with Amazon Bedrock and Amazon OpenSearch Service.
streaming-data-pipeline-from-kafka-to-s3-using-aws-kinesis-firehose
Streaming data pipeline to continuously load data from an Amazon MSK or MSK Serverless cluster to Amazon S3 using Amazon Kinesis Data Firehose.