Projects in Awesome Lists tagged with ray

https://github.com/gokumohandas/made-with-ml

Learn how to design, develop, deploy and iterate on production-grade ML applications.

data-engineering data-quality data-science deep-learning distributed-ml distributed-training llms machine-learning mlops natural-language-processing python pytorch ray

Last synced: 05 Mar 2026

https://github.com/GokuMohandas/MadeWithML

Learn how to design, develop, deploy and iterate on production-grade ML applications.

data-engineering data-quality data-science deep-learning distributed-ml distributed-training llms machine-learning mlops natural-language-processing python pytorch ray

Last synced: 03 Mar 2025

https://github.com/GokuMohandas/Made-With-ML

Learn how to design, develop, deploy and iterate on production-grade ML applications.

data-engineering data-quality data-science deep-learning distributed-ml distributed-training llms machine-learning mlops natural-language-processing python pytorch ray

Last synced: 15 Mar 2025

https://github.com/ray-project/ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

data-science deep-learning deployment distributed hyperparameter-optimization hyperparameter-search large-language-models llm llm-inference llm-serving machine-learning optimization parallel python pytorch ray reinforcement-learning rllib serving tensorflow

Last synced: 19 Feb 2026

https://github.com/horovod/horovod

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

baidu deep-learning deeplearning keras machine-learning machinelearning mpi mxnet pytorch ray spark tensorflow uber

Last synced: 12 May 2025

https://github.com/uber/horovod

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

baidu deep-learning deeplearning keras machine-learning machinelearning mpi mxnet pytorch ray spark tensorflow uber

Last synced: 12 Jan 2026

https://github.com/opencsgs/csghub

CSGHub is a brand-new open-source platform for managing LLMs, developed by the OpenCSG team. It offers both open-source and on-premise/SaaS solutions, with features comparable to Hugging Face. Gain full control over the lifecycle of LLMs, datasets, and agents, with Python SDK compatibility with Hugging Face. Join us! ⭐️

ai asset-management dataset deepseek deploy finetune git huggingface inference llm management-system model platform prompt ray space

Last synced: 16 Jun 2026

https://github.com/aws/aws-sdk-pandas

pandas on AWS - Easy integration with Athena, Glue, Redshift, Timestream, Neptune, OpenSearch, QuickSight, Chime, CloudWatchLogs, DynamoDB, EMR, SecretManager, PostgreSQL, MySQL, SQLServer and S3 (Parquet, CSV, JSON and EXCEL).

amazon-athena amazon-sagemaker-notebook apache-arrow apache-parquet athena aws aws-glue aws-lambda data-engineering data-science emr etl glue-catalog lambda modin mysql pandas python ray redshift

Last synced: 08 May 2026

https://github.com/gokumohandas/mlops-course

Learn how to design, develop, deploy and iterate on production-grade ML applications.

data-engineering data-quality data-science deep-learning distributed-ml llms machine-learning mlops natural-language-processing python pytorch ray

Last synced: 15 May 2025

https://github.com/GokuMohandas/mlops-course

Learn how to design, develop, deploy and iterate on production-grade ML applications.

data-engineering data-quality data-science deep-learning distributed-ml llms machine-learning mlops natural-language-processing python pytorch ray

Last synced: 27 Mar 2025

https://github.com/mars-project/mars

Mars is a tensor-based unified framework for large-scale data computation which scales numpy, pandas, scikit-learn and Python functions.

dask dataframe joblib lightgbm machine-learning numpy pandas python pytorch ray scikit-learn statsmodels tensor tensorflow xgboost

Last synced: 25 Apr 2025

https://github.com/erichlof/three.js-pathtracing-renderer

Real-time PathTracing with global illumination and progressive rendering, all on top of the Three.js WebGL framework. Click here for Live Demo: https://erichlof.github.io/THREE.js-PathTracing-Renderer/Geometry_Showcase.html

global-illumination path path-tracer pathtracing ray raytracing realtime three-js threejs tracer tracing webgl

Last synced: 11 Apr 2025

https://github.com/erichlof/THREE.js-PathTracing-Renderer

Real-time PathTracing with global illumination and progressive rendering, all on top of the Three.js WebGL framework. Click here for Live Demo: https://erichlof.github.io/THREE.js-PathTracing-Renderer/Geometry_Showcase.html

global-illumination path path-tracer pathtracing ray raytracing realtime three-js threejs tracer tracing webgl

Last synced: 25 Mar 2025

https://github.com/knightcrawler25/GLSL-PathTracer

A toy physically based GPU path tracer (C++/OpenGL/GLSL)

bsdf bvh disney glsl gpu linux opengl path path-tracer path-tracing pathtracer pathtracing ray ray-tracing raytracer tracer tracing windows

Last synced: 25 Nov 2025

https://github.com/knightcrawler25/glsl-pathtracer

A toy physically based GPU path tracer (C++/OpenGL/GLSL)

bsdf bvh disney glsl gpu linux opengl path path-tracer path-tracing pathtracer pathtracing ray ray-tracing raytracer tracer tracing windows

Last synced: 15 May 2025

https://github.com/ray-project/llm-applications

A comprehensive guide to building RAG-based LLM applications for production.

anyscale fine-tuning llama2 llms machine-learning openai ray serving

Last synced: 11 Apr 2025

https://github.com/ray-project/kuberay

A toolkit to run Ray applications on Kubernetes

apache deep-learning kubernetes machine-learning ray

Last synced: 13 May 2025

https://github.com/emi-group/evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

black-box-optimization brax derivative-free-optimization evolutionary-algorithms evolutionary-computation evolutionary-optimization evolutionary-reinforcement-learinig evolutionary-strategies gpu-acceleration gradient-free-optimization gym jax metaheuristics multi-objective-optimization neuroevolution population-based-optimization pytorch ray

Last synced: 06 Nov 2025

https://github.com/ray-project/ray-llm

RayLLM - LLMs on Ray

distributed-systems large-language-models llm llm-inference llm-serving llmops ray serving transformers

Last synced: 25 Feb 2025

https://github.com/ray-project/aviary

RayLLM - LLMs on Ray

distributed-systems large-language-models llm llm-inference llm-serving llmops ray serving transformers

Last synced: 12 Jan 2026

https://github.com/luxcorerender/luxcore

LuxCore source repository

3d-graphics bidirectional-path-tracing cuda gpu-computing luxcorerender luxrender opencl optix path-tracing pathtracer ray ray-tracer ray-tracing raytracer raytracing rtx visualization

Last synced: 13 May 2025

https://github.com/lighttransport/nanort

NanoRT, single header only modern ray tracing kernel.

bdpt bvh pathtracing ray raytracing

Last synced: 14 May 2025

https://github.com/run-house/kubetorch

Distribute and run AI workloads magically in Python, like PyTorch for ML infra.

api artificial-intelligence aws azure collaboration data-science deployment distributed fastapi gcp infrastructure machine-learning middleware observability python pytorch ray sagemaker serverless

Last synced: 25 Oct 2025

https://github.com/buggregator/server

Buggregator is a lightweight, standalone server that offers a range of debugging features for PHP applications.

bugregator debugging hacktoberfest http-dump laravel php ray sentry smtp smtp-server symfony xhprof xhprof-ui

Last synced: 13 May 2026

https://github.com/Replicable-MARL/MARLlib

One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)

deep-reinforcement-learning multi-agent-reinforcement-learning pytorch ray rllib

Last synced: 26 Mar 2025

https://github.com/data-prep-kit/data-prep-kit

Open source project for data preparation for GenAI applications

code-quality data data-prep data-preparation data-preprocessing data-preprocessing-pipelines datacuration datarecipes deduplication finetuning large-language-models large-scale-data-processing llm llmapps malware python ray spark

Last synced: 11 Feb 2026

https://github.com/glouw/littlewolf

A tiny software graphics and game engine

casting doom engine graphics ray raycaster wolfenstein

Last synced: 04 Apr 2025

https://github.com/run-ai/genv

GPU environment and cluster management with LLM support

bash container-runtime containers data-science deep-learning docker gpu gpus jupyter-notebook jupyterlab-extension k8s kubernetes llm-inference llms nvidia-gpu ollama ray vscode vscode-extension zsh

Last synced: 16 May 2025

https://github.com/awslabs/data-on-eks

DoEKS is a tool to build, deploy and scale Data & ML Platforms on Amazon EKS

aws-eks eks jupyterhub kubeflow kubernetes ml mlflow ray spark terraform

Last synced: 15 Apr 2025

https://github.com/sjtu-marl/malib

A parallel framework for population-based multi-agent reinforcement learning.

distributed games multiagent parallel python ray reinforcement-learning

Last synced: 21 Jul 2025

https://github.com/yszhao91/cga.js

CGA 3D 计算几何算法库 | 3D Compute Geometry Algorithm Library webgl three.js babylon.js等任何库都可以使用

capsule cga cgal computional-geometry-algorithm geometry geospatial gis graphics javascript js libarary plane ray segment sphere threejs triangle ts typescript webgl

Last synced: 13 Apr 2025

https://github.com/EricSteinberger/PokerRL

Framework for Multi-Agent Deep Reinforcement Learning in Poker

deep-learning framework gym-environment poker ray reinforcement-learning reinforcement-learning-algorithms research

Last synced: 27 Mar 2025

https://github.com/duoan/mega-data-factory

🏭 Mega Scale Multimodal DataPipeline for SOTA Foundation Models

data-centric-ai data-curation data-quality datapipeline datapipelines deeplearning foundation-models image-editing image-generation llm machine-learning mllm multimodal ray rust video-generation vlm

Last synced: 18 Jun 2026

https://github.com/oap-project/raydp

RayDP provides simple APIs for running Spark on Ray and integrating Spark with AI libraries.

ray spark

Last synced: 13 Apr 2025

https://github.com/ray-project/ray-educational-materials

This is suite of the hands-on training materials that shows how to scale CV, NLP, time-series forecasting workloads with Ray.

deep-learning distributed-machine-learning generative-ai llm llm-inference llm-serving ray ray-data ray-distributed ray-serve ray-train ray-tune

Last synced: 08 May 2025

https://github.com/maxpumperla/learning_ray

Notebooks for the O'Reilly book "Learning Ray"

data-science deep-learning distributed-computing machine-learning notebook python ray

Last synced: 07 Apr 2025

https://github.com/project-codeflare/codeflare

Simplifying the definition and execution, scaling and deployment of pipelines on the cloud.

automl data-science hyperparameter-optimization machine-learning pipelines ray sklearn workflows

Last synced: 11 Oct 2025

https://github.com/guanguans/laravel-soar

SQL optimizer and rewriter for laravel. - laravel 的 SQL 优化器和重写器。

clockwork debug debugbar laravel laravel-sql mysql optimize optimizer ray rewrite rewriter security-vulnerabilities soar sql sql-optimizer statement

Last synced: 02 Apr 2026

https://github.com/spatie/global-ray

Enable Ray in all PHP files on your system

debugging php ray

Last synced: 15 May 2025

https://github.com/ray-project/langchain-ray

Examples on how to use LangChain and Ray

fine-tuning-t5 generative-ai langchain langchain-python llm llms ray ray-air ray-distributed

Last synced: 08 May 2025

https://github.com/yxlao/camtools

CamTools: Camera Tools for Computer Vision

3d-reconstruction calibration camera computer-graphics computer-vision extrinsic extrinsic-parameters extrinsics intrinsic intrinsic-parameters intrinsics lidar nerf opencv opengl ray raycasting

Last synced: 16 May 2025

https://github.com/dkeras-project/dkeras

Distributed Keras Engine, Make Keras faster with only one line of code.

data-parallelism deep-learning deep-neural-networks distributed distributed-deep-learning distributed-keras-engine distributed-systems keras keras-classification-models keras-models keras-neural-networks keras-tensorflow machine-learning neural-network parallel-computing plaidml python ray tensorflow tensorflow-models

Last synced: 02 May 2025

https://github.com/Draichi/T-1000

:zap: :zap: 𝘋𝘦𝘦𝘱 𝘙𝘓 𝘈𝘭𝘨𝘰𝘵𝘳𝘢𝘥𝘪𝘯𝘨 𝘸𝘪𝘵𝘩 𝘙𝘢𝘺 𝘈𝘗𝘐

algotrading bot ray reinforcement-learning-bot rl rllib trading trading-bot

Last synced: 29 Mar 2025

https://github.com/torchpipe/torchpipe

Serving Inside Pytorch

deployment inference llm-serving pipeline-parallelism pytorch ray serve serving tensorrt torch2trt triton-inference-server

Last synced: 02 Mar 2026

https://github.com/google/space

Unified storage framework for the entire machine learning lifecycle

apache-arrow apache-parquet data-warehouse dataops dataset dml lakehouse machine-learning mlops multimodal multimodal-data olap ray tensorflow tensorflow-dataset

Last synced: 14 Jan 2026

https://github.com/ray-project/rayfed

A multiple parties joint, distributed execution engine based on Ray, to help build your own federated learning frameworks in minutes.

distributed-execution federated-learning privacy-preserving python ray

Last synced: 05 Apr 2025

https://github.com/cyoon1729/distributedRL

A framework for easy prototyping of distributed reinforcement learning algorithms

ape-x distributed-reinforcement-learning dqn ray reinforcement-learning zeromq

Last synced: 01 May 2025

https://github.com/aavache/llmwebcrawler

A Web Crawler based on LLMs implemented with Ray and Huggingface. The embeddings are saved into a vector database for fast clustering and retrieval. Use it for your RAG.

api distributed-computing fastapi huggingface large-language-models llm machine-learning milvus nlp pydantic python rag ray raylib transformer vector-database webcrawler webcrawling

Last synced: 23 Oct 2025

https://github.com/zjuearthdata/geochemistrypi

an open-sourced highly automated machine learning Python framework for data-driven geochemistry discovery

dash data-science fastapi flaml geochemistry mlflow nodejs ray reactjs scikit-learn typer

Last synced: 13 Dec 2025

https://github.com/klieret/wandb-offline-sync-hook

A convenient way to trigger synchronizations to wandb / Weights & Biases if your compute nodes don't have internet!

hyperparameter-optimization hyperparameter-tuning machine-learning ray ray-tune wandb weights-and-biases

Last synced: 07 May 2025

https://github.com/spatie/x-ray

Scan source code for calls to ray() and related calls.

code-analysis code-search ray

Last synced: 16 May 2025

https://github.com/vertexwahn/flatlandrt

FlatlandRT is a 2D ray tracer visualization tool.

2d bazel-examples computer-graphics cpp graphics ray ray-tracer ray-tracing raycasting raytracer raytracing rendering visualization

Last synced: 17 Mar 2025

https://github.com/treebeardtech/kubeflow-bootstrap

🪐 1-click Kubeflow using ArgoCD

ai airflow argocd dask gpu helm jupyter jupyterhub jupyterlab kserve kubeflow kubernetes kustomize llms machine-learning mlflow ray spark terraform

Last synced: 16 Mar 2026

https://github.com/PrefectHQ/prefect-ray

Prefect integrations with Ray

parallel prefect python ray

Last synced: 08 May 2025

https://github.com/edap/ofxraycaster

Plane, 2D and 3D Ray objects for openFrameworks.It checks for the intersection of a ray with a segment, a sphere, a triangle, a plane, an ofPrimitive, an ofPolyline an with an ofMesh.

2d-ray addon intersection intersection-methods intersection-point openframeworks plane ray raycasting

Last synced: 10 Feb 2026

https://github.com/permafrost-dev/node-ray

Debug your NodeJS, TS & web code with Ray to understand and fix bugs faster

debugging es6 javascript nodejs npm-package ray typescript web-development

Last synced: 04 Apr 2025

https://github.com/elliotwutingfeng/inversion-dnsbl-blocklists

Malicious URLs identified by scanning various public URL sources using the Google Safe Browsing API (over 6 billion URLs scanned daily)

adguard aiohttp blocklist dnsbl domains-project domcop ec2 firewall google-safe-browsing icann pfblockerng pi-hole pihole python3 ray safebrowsing sqlite3 tldextract top1m trancolist

Last synced: 16 Jun 2025

https://github.com/CN-UPB/DeepCoMP

Dynamic multi-cell selection for cooperative multipoint (CoMP) using (multi-agent) deep reinforcement learning

cell-selection cellular comp mobile multi-agent-reinforcement-learning ppo python ray reinforcement-learning rllib simulation wireless

Last synced: 13 May 2025

https://github.com/danielgafni/dagster-ray

Ray integration for Dagster

dagster dagster-pipes kubernetes orchestration ray

Last synced: 25 Jan 2026

https://github.com/explosion/spacy-ray

☄️ Parallel and distributed training with spaCy and Ray

distributed-computing machine-learning natural-language-processing parallel-training ray spacy training

Last synced: 19 Oct 2025

https://github.com/modin-project/unidist

Unified Distributed Execution

dask-distributed distributed mpi multiprocessing python ray

Last synced: 11 Jun 2025

https://github.com/jacopopan/a-minimalist-guide

Walkthroughs for DSL, AirSim, the Vector Institute, and more

airsim anaconda brax dji-tello-talent mujoco nvidia ray rllib robomaster-s1 robomaster-sdk slurm tensorflow torch tutorials ubuntu unreal-engine-4

Last synced: 27 Apr 2025

https://github.com/shauryashaurya/learn-data-munging

Notes on Data Engineering with Pandas, PySpark, Dask, Ray, Arrow DataFusion, Polars etc.

arrow dask dask-distributed data-engineering datafusion jupyter numpy pandas polars pyspark ray spark

Last synced: 16 Apr 2025

https://github.com/jonathandinu/spark-ray-data-science

Supporting content (slides and exercises) for the Pearson video series covering best practices for developing scalable applications with Spark and Ray in the context of a data scientist's standard workflow.

artificial-intelligence data-science distributed-computing machine-learning python ray spark

Last synced: 08 May 2025

https://github.com/point72/raydar

A perspective powered, user editable ray dashboard via ray serve

dashboard observability python ray scheduler tracing

Last synced: 13 Aug 2025

https://github.com/eclypse-org/eclypse

An Edge-Cloud python platform for simulated (and emulated) runtime environments

cloud-computing edge-computing emulator machine-learning python ray simulator

Last synced: 14 Jan 2026

https://github.com/opencsgs/llm-inference

llm-inference is a platform for publishing and managing llm inference, providing a wide range of out-of-the-box features for model deployment, such as UI, RESTful API, auto-scaling, computing resource management, monitoring, and more.

deepspeed llama-cpp llm-inference ray transformer vllm

Last synced: 12 Apr 2025

https://github.com/ucbrise/hypersched

Deadline-based hyperparameter tuning on RayTune.

distributed hyperparameter-optimization python pytorch ray

Last synced: 11 Apr 2025

https://github.com/permafrost-dev/alpinejs-ray

Debug your Alpine.js code with Ray to fix problems faster

alpine alpinejs alpinejs-plugin debugging npm-package ray ray-app

Last synced: 20 Aug 2025

https://github.com/ascii-supply-networks/dagster-slurm

Dagster SLURM integration

dagster feray hpc metaxy ray slurm spark

Last synced: 16 Apr 2026

https://github.com/permafrost-dev/ray-cli

A command line interface to spatie/ray and the Ray app (https://myray.app).

cli debugging debugging-tools phar ray ray-cli spatie

Last synced: 09 Oct 2025

https://github.com/meirbon/rfw-rs

Framework for playing around with rendering libraries in Rust

path-tracing ray ray-tracing rust tracing vulkan webgpu wgpu

Last synced: 27 Mar 2026

https://github.com/ahmetfurkandemir/supermariobrosrl

Super Mario Bros training with Ray RLlib DQN algorithm

dqn-tensorflow keras ray reinforcement-learning rl rllib tensorflow

Last synced: 13 Oct 2025

https://github.com/eedalong/dpex

Distributed DataLoader For Pytorch Based On Ray

data-pipeline dataloader deep-learning distributed-systems pytorch ray

Last synced: 13 Apr 2025

https://github.com/elliotwutingfeng/inversion-dnsbl-generator

Generate malicious URL blocklists for DNSBL applications like pfBlockerNG or Pi-hole by scanning various public URL sources using the Safe Browsing API from Google and/or Yandex.

aiohttp blocklist dnsbl domains-project domcop fasttld firewall google-safe-browsing icann pfblockerng pi-hole pihole python python3 ray safebrowsing sqlite3 top1m trancolist yandex-api

Last synced: 29 Apr 2025

https://github.com/lance-format/lance-ray

Integration between Lance and Ray for distributed data processing

lance ray

Last synced: 06 Feb 2026

https://github.com/icaropires/pdf2dataset

Converts a whole subdirectory with a big (or small) volume of PDF documents to a dataset (pandas DataFrame) with error tracking and choice of features

data-science distributed-computing distributed-systems ocr pandas-dataframe parallel parquet pdf pdf2image pdftotext pyarrow pytesseract pytesseract-ocr python python3 ray tesseract tesseract-ocr

Last synced: 13 Apr 2025

https://github.com/muhd-umer/comyx

Comyx is an optimized and modular Python library for simulating wireless communication systems

6g noma numba numpy pytorch ray reinforcement-learning ris scipy simulation star-ris wireless-communication

Last synced: 20 Apr 2026

https://github.com/ryantd/veloce

WIP. Veloce is a low-code Ray-based parallelization library that makes machine learning computation novel, efficient, and heterogeneous.

data-parallelism deep-learning distributed distributed-computing heterogeneity model-parallelism parameter-server pytorch ray sparsity

Last synced: 10 Apr 2025

https://github.com/zen-xu/sunray

More robust and elegant ray

pythonic ray typing

Last synced: 10 Oct 2025

https://github.com/pockerman/bitrl

Environments and various utilities for reinforcement learning with C++

cpp gymnasium-environment openai-gym ray reinforcement-learning reinforcement-learning-environments webots-robot-simulator

Last synced: 03 Feb 2026

https://github.com/meirbon/rtbvh

BVH library for Rust

acceleration bvh c cpp ffi ray rust structure tracing

Last synced: 08 Apr 2026

https://github.com/dmtsource/deap_ray

Ray based map function for Deap with examples. Automatically batches iterator to multiple workers for many processors or clusters.

deap python ray

Last synced: 06 May 2025

https://github.com/rubilmax/evm-maths

➗ Useful bigint math libraries to ease the journey through off-chain fixed-point arithmetics

aave bigint bignumbers comp compound div ethers evm maths mul ray solidity typescript utils viem wad wagmi

Last synced: 16 Aug 2025

https://github.com/fougue/claudette

Claudette is a fork of ColDet - 3D Collision Detection Library

3d coldet collision-detection ray sphere

Last synced: 14 Oct 2025

https://github.com/erikerlandson/ray-odh-demo

Prototype an integration of ray with Open Data Hub, using a singleuser profile to provision a ray cluster

jupyter jupyter-notebook jupyterhub opendatahub openshift ray raylib

Last synced: 03 Apr 2026

https://github.com/erichlof/joy-of-ray-tracing

The companion code repository for 'The Joy of Ray Tracing' video series on YouTube

browser gpu-raytracing graphics path-tracer path-tracing ray ray-tracer ray-tracing raytracing rendering series shader three-js threejs tracing tutorial video video-series video-tutorial webgl

Last synced: 29 Oct 2025

https://github.com/aabbtree77/twinpeekz

Volumetric light rendering of Sponza with Golang and OpenGL on Ubuntu and NVIDIA GTX 760. Keywords: Go, OpenGL, GLFW 3.0, GLTF 2.0, volumetric light, full 3D ray marching, light shafts, god rays.

3d-graphics engine3d garbage-collection gltf2 godrays golang marching nim opengl ray rendering shafts volumetric-lighting why-nim why-not-rust

Last synced: 07 May 2025

https://github.com/allwefantasy/mlsql

New Repo: https://github.com/byzer-org/kolo-lang

mlsql ray spark sql

Last synced: 29 Oct 2025

https://github.com/humancompatibleai/better-adversarial-defenses

Training in bursts for defending against adversarial policies

adversarial-examples adversarial-policies gym multiagent-reinforcement-learning population-based-training ray reinforcement-learning rllib stable-baselines tensorflow2

Last synced: 11 Jun 2025

https://github.com/dcos-labs/dcos-jupyterlab-service

JupyterLab Notebook for Mesosphere DC/OS

arrow beakerx cudnn dask dcos gpu hdfs jupyter jupyterlab keras marathon mesos mesosphere pandas ray rllib spark tensorflow toree xgboost

Last synced: 06 Mar 2026

https://github.com/ray-project/community

Artifacts intended to support the Ray Developer Community: SIGs, RFC overviews, and governance. We're very glad you're here! ✨

anyscale distributed-systems open-source ray ray-distributed

Last synced: 07 Mar 2026

https://github.com/hamza88-coder/real-time-recruitment-system-with-ai-and-data-analytics

Simulation of job offers and CVs with real-time processing, classification, and analytics using Kafka, Ray, Spark, and Databricks. Includes a Flask-based recommendation system and Tableau visualizations.

apache-nifi chatbot databricks dbt delta-lake docker faiss flask k-means kafka llama3 pinecone postgresql ray redis snowflake spark sparkml