{"repo":"YeonwooSung/MLOps","free":true,"listed":false,"github":"https://github.com/YeonwooSung/MLOps","clone":"git clone https://github.com/YeonwooSung/MLOps.git","description":"Miscellaneous codes and writings for MLOps","language":"Jupyter Notebook","stars":16,"topics":["ai","ai-as-a-service","aws","llm","llm-inference","llm-ops","ml-serving","mlops","multimodal","bentoml"],"license":"GPL-3.0","category":"ai-agents","readme_excerpt":"MLOps Table of Contents - AI as a Service: simple AI-based service with serverless (AWS Lambda) - AWS - Lambda invoke sagemaker with aws lambda - SageMaker SageMaker HuggingFace toolkits SageMaker serverless inference - Data Management - DVC - Kubernetes - Basic examples - Troubleshootings minikube troubleshooting - LLM - large language models document oriented agent with openai api function callings - make LLM to use tools - RAG - peft - fsdp qlora - llama index - TensorLLM - prompt engineering leaked-system-prompts: leaked system prompts of actual LLM-based services source codes and notebooks for learning prompt engineering with openai - ML serving - bento-ml - build ML pipelines with Nvidia Triton Server - serving ML models with fastapi - serving ML models with flask - ray Serve GPT-2 pipeline with Ray-serve and FastAPI Serve GPT-J-6B model with Ray-AIR GPU Recommendations","default_branch":null,"files":null,"tree":[],"storefront":"/r/YeonwooSung","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/YeonwooSung/MLOps/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}