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MLOps / Lifecycle

Experiment tracking, pipelines, registries, feature stores

54
listed
6 of 6
categories in use
89%
carrying a data signal

What is in MLOps / Lifecycle

05MLOps / Lifecycle
6 SUBCATEGORIES · 6 WITH SOMETHING LISTED · 54 PRODUCTS HOLDING 63 MEMBERSHIPS, BECAUSE A PRODUCT CAN SIT IN MORE THAN ONE
Browse all 54 MLOps / Lifecycle listings →
Training and fine-tuningOPEN25

Training and fine-tuning runs: distributed training, LoRA and adapters, the harness around a job. Deciding which run was better is experiment tracking.

Ordered by attributes answered — the column we hold for most of them. Blank where we hold none.

Ludwig5 ATTRIBUTES ANSWEREDAmazon SageMaker4 ATTRIBUTES ANSWEREDdstack4 ATTRIBUTES ANSWEREDunsloth4 ATTRIBUTES ANSWEREDDetermined AI3 ATTRIBUTES ANSWEREDOonetrainer3 ATTRIBUTES ANSWEREDray3 ATTRIBUTES ANSWEREDWeights & Biases3 ATTRIBUTES ANSWEREDh2o-llmstudio2 ATTRIBUTES ANSWEREDMegatron Core2 ATTRIBUTES ANSWEREDopenmldb2 ATTRIBUTES ANSWEREDSoup2 ATTRIBUTES ANSWERED
SHOWING 12 OF 25All 25 Training and fine-tuning →

A CATEGORY OPENS AT 12 LISTINGS · AN EMPTY ONE KEEPS ITS ROW RATHER THAN BEING HIDDEN, BECAUSE THE GAP IS INFORMATION TOO

Everything in MLOps / Lifecycle
54 LISTED · SORTED BY STARS
unslothLocal UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, DeepSeek-V4, MiniMax-H3, Gemma 4, FLUX and more.76,539made-with-mlLearn how to develop, deploy and iterate on production-grade ML applications.49,459Apache AirflowProgrammatically author, schedule and monitor data pipelines46,809rayRay is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.43,883MLflowMLflow is an open source platform for the complete machine learning lifecycle27,904PrefectWorkflow orchestration and management.23,814Megatron CoreOngoing research training transformer models at scale17,968argo-workflowsWorkflow Engine for Kubernetes16,997dagsterDagster is an orchestration platform for the development, production, and observation of data assets.16,192KubeflowMachine Learning Toolkit for Kubernetes15,856great_expectationsAlways know what to expect from your data.11,785LudwigLow-code framework for building custom LLMs, neural networks, and other AI models11,755Weights & BiasesA CLI and library for interacting with the Weights & Biases API.11,247kedroKedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, an10,994MetaflowBuild, Manage and Deploy AI/ML Systems10,261OumiEasily fine-tune, evaluate and deploy Qwen, Gemma, or any open weight LLM!9,384flyteFlyte SDK for Python7,546Algorithmic SuperIntelligence LabsOpen-source implementation of AlphaEvolve7,354feastPython SDK for Feast7,300aimAim 💫 — An easy-to-use & supercharged open-source experiment tracker.6,250SoupFine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.6,160rLLM ProjectDemocratizing Reinforcement Learning for LLMs5,823higgsfieldFault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters5,790ZenMLZenML: MLOps for Reliable AI: from Classical AI to Agents.5,580h2o-llmstudioH2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/5,180cube-studiocube studio开源云原生一站式机器学习/深度学习/大模型AI平台，mlops算法链路全流程，算力租赁平台，notebook在线开发，拖拉拽任务流pipeline编排，多机多卡分布式训练，超参搜索，推理服务VGPU虚拟化，边缘计算，标注平台自动化标注，deepseek等大模型sft微调/奖励模型/强化学习训练，vllm/ollama/mindie大模型多机推理，私有知识库，AI模型市场，支持5,074Seldon (TrueFoundry)no tagline on record4,779fedmlFEDML - The unified and scalable ML library for large-scale distributed training, model serving, and federated learning. FEDML Launch, a cross-cloud scheduler, further enables running any AI jobs on a4,065PolyaxonCommand Line Interface (CLI) and client to interact with Polyaxon API.3,728Determined AIDetermined AI: The fastest and easiest way to build deep learning models.3,239onetrainerOneTrainer is a one-stop solution for all your Diffusion training needs.3,203Roboflow Maestrostreamline the fine-tuning process for multimodal models: PaliGemma 2, Florence-2, and Qwen2.5-VL2,697xTuringBuild, personalize and control your own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: https://discord.gg/TgHX2,674ortFast ML inference & training for ONNX models in Rust2,506ai-engineering.academyMastering Applied AI, One Concept at a Time2,380LLMs ResearchOpen source implementation and extension of Google Research’s PaperBanana for automated academic figures, diagrams, and research visuals, expanded to new domains like slide generation.2,348dstackVendor-agnostic orchestration for training, inference and agentic workloads across NVIDIA, AMD, TPU, and Tenstorrent on clouds, Kubernetes, and bare metal.2,244custom-diffusionCustom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)1,976curatorScalable data pre processing and curation toolkit for LLMs1,761openmldbOpenMLDB is an open-source machine learning database that provides a feature platform computing consistent features for training and inference.1,711

SHOWING THE FIRST 40 OF 54 · THE CATEGORY PAGES HOLD THE REST