All MLOps Tools
599 tools ranked by quality score · Page 2 of 6
| # | Tool | Score | Tier |
|---|---|---|---|
| 101 |
kubeai-project/kubeai
AI Inference Operator for Kubernetes. The easiest way to serve ML models in... |
|
Established |
| 102 |
awslabs/aiops-modules
AIOps modules is a collection of reusable Infrastructure as Code (IaC)... |
|
Established |
| 103 |
fmind/mlops-python-package
A comprehensive Python package template to kickstart and standardize your... |
|
Established |
| 104 |
project-codeflare/codeflare
Simplifying the definition and execution, scaling and deployment of... |
|
Established |
| 105 |
techiescamp/mlops-for-devops
MLOps for DevOps Engineers - A hands-on, project-based guide to Machine... |
|
Established |
| 106 |
ramitsurana/awesome-kubernetes
A curated list for awesome kubernetes sources :ship::tada: |
|
Established |
| 107 |
SkeneTechnologies/skene
Product-Led Growth (PLG) analysis toolkit that detects tech stacks, plans... |
|
Established |
| 108 |
pixie-io/pixie
Instant Kubernetes-Native Application Observability |
|
Established |
| 109 |
Cornerstone-OnDemand/modelkit
Toolkit for developing and maintaining ML models |
|
Established |
| 110 |
caraml-dev/merlin
Kubernetes-friendly ML model management, deployment, and serving. |
|
Established |
| 111 |
DagsHub/client
DagsHub client libraries |
|
Established |
| 112 |
aws-controllers-k8s/sagemaker-controller
ACK service controller for Amazon SageMaker |
|
Established |
| 113 |
kubeflow/blog
Kubeflow blog based on fastpages |
|
Established |
| 114 |
nebius/soperator
Run Slurm in Kubernetes |
|
Established |
| 115 |
oracle/oci-mlflow
The Oracle Cloud Infrastructure (OCI) MLflow plugin empowers users of OCI by... |
|
Established |
| 116 |
flyteorg/flyte-sdk
Type-safe, distributed orchestration of agents, ML pipelines, and real-time... |
|
Established |
| 117 |
gchq/Bailo
Managing the lifecycle of machine learning to support scalability, impact,... |
|
Established |
| 118 |
raids-lab/crater
Crater is a cloud-native AI training & inference platform. |
|
Established |
| 119 |
Azure/mlops-templates
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy... |
|
Established |
| 120 |
modelpack/modctl
Command-line tools for managing OCI model artifacts, which are bundled based... |
|
Established |
| 121 |
coqui-ai/coqpit
Simple but maybe too simple config management through python data classes. ... |
|
Established |
| 122 |
aws-samples/aws-kr-startup-samples
A collection of AWS Korea Startup SA team materials for hands-on labs. |
|
Established |
| 123 |
Azure/mlops-v2
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy... |
|
Established |
| 124 |
jostrm/azure-enterprise-scale-ml
Enterprise Scale AIFactory (esml) - on Azure |
|
Established |
| 125 |
Meesho/BharatMLStack
BharatMLStack is an open-source, end-to-end machine learning infrastructure... |
|
Established |
| 126 |
middlewarehq/middleware
✨ Open-source DORA metrics platform for engineering teams ✨ |
|
Established |
| 127 |
qnbhd/mljet
Minimalistic ML-models auto deployment tool |
|
Established |
| 128 |
Tandemn-Labs/tandemn-tuna
A hybrid router that uses Spot GPU instances to reduce costs and Serverless... |
|
Established |
| 129 |
GoogleCloudPlatform/automlops
Build MLOps Pipelines in Minutes |
|
Established |
| 130 |
1minds3t/omnipkg
Universal Python Runtime Orchestrator - One environment. Infinite Pythons... |
|
Established |
| 131 |
kubeflow/kubeflow
Machine Learning Toolkit for Kubernetes |
|
Established |
| 132 |
Azure/mlops-project-template
Azure MLOps (v2) solution accelerators. Enterprise ready templates to deploy... |
|
Established |
| 133 |
keikoproj/active-monitor
Provides deep monitoring and self-healing of Kubernetes clusters |
|
Established |
| 134 |
akuity/awesome-argo
A curated list of awesome projects and resources related to Argo (a CNCF... |
|
Established |
| 135 |
VectorInstitute/cyclops
A toolkit for evaluating and monitoring AI models in clinical settings |
|
Established |
| 136 |
numaproj/numalogic-prometheus
AIOps for metrics in Prometheus |
|
Established |
| 137 |
kubesphere/kubesphere
The container platform tailored for Kubernetes multi-cloud, datacenter, and... |
|
Established |
| 138 |
splunk/splunk-mltk-container-docker
Splunk App for Data Science and Deep Learning - container images repository |
|
Established |
| 139 |
greppo-io/greppo
Build & deploy geospatial applications quick and easy. |
|
Established |
| 140 |
MAIF/eurybia
⚓ Eurybia monitors model drift over time and securizes model deployment with... |
|
Established |
| 141 |
mlr-org/mlr3pipelines
Dataflow Programming for Machine Learning in R |
|
Established |
| 142 |
run-ai/genv
GPU environment and cluster management with LLM support |
|
Established |
| 143 |
JulietMirambo/Units_of_Measure_Harmonization-intelligence-platform
Production-Grade ML System for Automated Unit of Measure Error Detection... |
|
Established |
| 144 |
jay-johnson/deploy-to-kubernetes
Deploy a distributed AI stack to a multi-host or single-host Kubernetes... |
|
Established |
| 145 |
aqstack/sentinel
Self-healing edge computing agent with predictive failure detection and... |
|
Established |
| 146 |
CerebriumAI/examples
Examples for Cerebrium Serverless GPUs |
|
Established |
| 147 |
UrbsLab/STREAMLINE
Simple Transparent End-To-End Automated Machine Learning Pipeline for... |
|
Established |
| 148 |
ebhy/budgetml
Deploy a ML inference service on a budget in less than 10 lines of code. |
|
Established |
| 149 |
jpmorganchase/inference-server
Deploy your AI/ML model to Amazon SageMaker for Real-Time Inference and... |
|
Established |
| 150 |
xt765/mermaid-trace
Stop reading logs. Start watching them. MermaidTrace is a specialized... |
|
Established |
| 151 |
awslabs/project-lakechain
:zap: Cloud-native, AI-powered, document processing pipelines on AWS. |
|
Established |
| 152 |
loglabs/mltrace
Coarse-grained lineage and tracing for machine learning pipelines. |
|
Established |
| 153 |
myelintek/primehub
open-source MLOps platform |
|
Established |
| 154 |
Caesarsage/DevOps-Cloud-Projects
DevOps Projects is a curated collection of hands-on projects designed to... |
|
Established |
| 155 |
nogibjj/mlops-template
mlops template |
|
Established |
| 156 |
duoan/mega-data-factory
🏭 Mega Scale Multimodal DataPipeline for SOTA Foundation Models |
|
Established |
| 157 |
artefactory/streamlit_prophet
Streamlit app to train, evaluate and optimize a Prophet forecasting model. |
|
Established |
| 158 |
nogibjj/rust-mlops-template
A work in progress to build out solutions in Rust for MLOPs |
|
Established |
| 159 |
microsoft/pai
Resource scheduling and cluster management for AI |
|
Established |
| 160 |
aws/aws-step-functions-data-science-sdk-python
Step Functions Data Science SDK for building machine learning (ML) workflows... |
|
Established |
| 161 |
MG-Cafe/MLOps_Workshop
Azure MLOps |
|
Established |
| 162 |
SeldonIO/seldon-server
Machine Learning Platform and Recommendation Engine built on Kubernetes |
|
Established |
| 163 |
markolofsen/django-cfg
🚀 Django-CFG: Type-Safe Django Configuration Framework with AI-Ready Infrastructure |
|
Established |
| 164 |
kubernetes-retired/kube-batch
A batch scheduler of kubernetes for high performance workload, e.g. AI/ML,... |
|
Established |
| 165 |
apache/submarine
Submarine is Cloud Native Machine Learning Platform. |
|
Established |
| 166 |
decodingai-magazine/llm-twin-course
🤖 𝗟𝗲𝗮𝗿𝗻 for 𝗳𝗿𝗲𝗲 how to 𝗯𝘂𝗶𝗹𝗱 an end-to-end 𝗽𝗿𝗼𝗱𝘂𝗰𝘁𝗶𝗼𝗻-𝗿𝗲𝗮𝗱𝘆 𝗟𝗟𝗠 & 𝗥𝗔𝗚... |
|
Established |
| 167 |
featurestoreorg/serverless-ml-course
Serverless Machine Learning Course for building AI-enabled Prediction... |
|
Established |
| 168 |
WeBankFinTech/Prophecis
Prophecis is a one-stop cloud native machine learning platform. |
|
Established |
| 169 |
pytorch/serve
Serve, optimize and scale PyTorch models in production |
|
Established |
| 170 |
claimed-framework/mlx
Machine Learning eXchange (MLX). Data and AI Assets Catalog and Execution Engine |
|
Established |
| 171 |
myscale/myscale-telemetry
Open-source observability for your LLM application. |
|
Established |
| 172 |
AlexIoannides/kubernetes-mlops
MLOps tutorial using Python, Docker and Kubernetes. |
|
Established |
| 173 |
panacloud/bootcamp-2021
Become a Certified Unicorn Developer and Participant in the API Token Economy |
|
Established |
| 174 |
george0st/qgate-sln-mlrun
MLRun/Iguazio/Nuclio quality gate solution. The solution checks a quality of... |
|
Established |
| 175 |
KusionStack/kusion
Declarative Intent Driven Platform Orchestrator for Internal Developer... |
|
Established |
| 176 |
ZenithClown/ai-ml-project-template
A "production-ready" simple project template to quickly start an Artificial... |
|
Established |
| 177 |
Chabane/bigdata-playground
A complete example of a big data application using : Kubernetes (kops/aws),... |
|
Emerging |
| 178 |
nebari-dev/nebari-docs
📖 Documentation for Nebari |
|
Emerging |
| 179 |
RiccardoBiosas/awesome-MLSecOps
A curated list of MLSecOps tools, articles and other resources on security... |
|
Emerging |
| 180 |
flyteorg/flyteconsole
The user interface for Flyte |
|
Emerging |
| 181 |
cncf/llm-in-action
🤖 Discover how to apply your LLM app skills on Kubernetes! |
|
Emerging |
| 182 |
DataTalksClub/mlops-zoomcamp
Free MLOps course from DataTalks.Club |
|
Emerging |
| 183 |
psalias2006/gpu-hot
🔥 Real-time NVIDIA GPU dashboard |
|
Emerging |
| 184 |
kingabzpro/CICD-for-Machine-Learning
A beginner's project on automating the training, evaluation, versioning, and... |
|
Emerging |
| 185 |
ml-tooling/ml-hub
🧰 Multi-user development platform for machine learning teams. Simple to... |
|
Emerging |
| 186 |
SocAIty/APIPod
Create web-APIs for long-running tasks. Job based task handling. Get the... |
|
Emerging |
| 187 |
loryanstrant/MicrosoftCloudLogos
A collection of Microsoft cloud product logos |
|
Emerging |
| 188 |
video-db/videodb-cookbook
Build use cases with VideoDB |
|
Emerging |
| 189 |
burakince/mlflow
Mlflow Docker Image |
|
Emerging |
| 190 |
raptor-ml/raptor
Transform your pythonic research to an artifact that engineers can deploy easily. |
|
Emerging |
| 191 |
karan842/stock-agent-ops
Designing end-to-end weekly stock report generation using LSTM and Agentic... |
|
Emerging |
| 192 |
aws-samples/machine-learning-using-k8s
Train and Deploy Machine Learning Models on Kubernetes using Amazon EKS |
|
Emerging |
| 193 |
aws-solutions/mlops-workload-orchestrator
The MLOps Workload Orchestrator solution helps you streamline and enforce... |
|
Emerging |
| 194 |
tanujjain/deploy-ml-model
Deploying a simple machine learning model to an AWS ec2 instance using flask... |
|
Emerging |
| 195 |
traceopt-ai/traceml
Lightweight training runtime health monitor |
|
Emerging |
| 196 |
Dramwig/FlowLine
Automated tool for running Python programs in a streamlined manner |
|
Emerging |
| 197 |
microsoft/dstoolkit-mlops-databricks
ML Ops Accelerator: Databricks & Azure Machine Learning Unification |
|
Emerging |
| 198 |
TheRacetrack/racetrack
An opinionated framework for deploying, managing, and serving application workloads |
|
Emerging |
| 199 |
kubeflow/example-seldon
Example for end-to-end machine learning on Kubernetes using Kubeflow and Seldon Core |
|
Emerging |
| 200 |
gtauzin/kedro-dagster
Kedro plugin to support running pipelines on Dagster |
|
Emerging |