This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. RAG systems combine information retrieval with generative models to provide accurate and cont…

DevOps Roadmap for 2024. with learning resources

LlamaIndex (formerly GPT Index) is a data framework for your LLM applications

To speed up LLMs' inference and enhance LLM's perceive of key information, compress the prompt and KV-Cache, which achieves up to 20x compression with minimal performance loss.

A blazing fast inference solution for text embeddings models

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

Amazon Q, CodeWhisperer, CodeCatalyst, Local Lambda debug, SAM/CFN syntax, ECS Terminal, AWS resources

Focus on prompting and generating

Example 📓 Jupyter notebooks that demonstrate how to build, train, and deploy machine learning models using 🧠 Amazon SageMaker.

FinOps and MLOps platform. Cloud cost optimization combined with ML/AI developer tools.

Karpenter Blueprints is a list of common workload scenarios following best practices. You'll find here details of why configuring the Karpenter and Kubernetes objects in such a way is important whe…

A modular and comprehensive solution to deploy a Multi-LLM and Multi-RAG powered chatbot (Amazon Bedrock, Anthropic, HuggingFace, OpenAI, AI21, Cohere) using AWS CDK on AWS

Slim(toolkit): Don't change anything in your container image and minify it by up to 30x (and for compiled languages even more) making it secure too! (free and open source)

A best practices guide for day 2 operations, including operational excellence, security, reliability, performance efficiency, and cost optimization.

A roadmap to learn Kubernetes from scratch (Beginner to Advanced level)

Explore sample applications and tutorials demonstrating the prowess of Amazon Bedrock with Python. Learn to integrate Bedrock with databases, use RAG techniques, and showcase experiments with langc…

Kubernetes Goat is a "Vulnerable by Design" cluster environment to learn and practice Kubernetes security using an interactive hands-on playground 🚀

List of FOSS Deep Learning Applications with GUI and/or CLI

Models and examples built with TensorFlow

A tool for exploring each layer in a docker image