Introduction

Valohai is a modular MLOps platform that orchestrates your ML workflows through configuration, without any invasive SDKs touching your code.

Run experiments on any infrastructure like AWS, Azure, GCP, Oracle, Snowflake, on-premises, Kubernetes, Slurm. Start where it hurts most (data versioning, pipelines, compute efficiency) and expand from there.

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Already Running ML Somewhere?

Valohai fits into your existing stack.

We don't require rip-and-replace. If you're using MLflow, SageMaker, custom scripts, or Kubeflow—keep them. Valohai adds orchestration, reproducibility, and compute efficiency on top of what you already have.

• Migrate your ML jobs to Valohai — step-by-step guide

• See how others migrated — YOLO, Mistral, MMDetection3D, and more

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Start Building

New to Valohai?

Get your first execution running in 10 minutes:

• Quickstart: Hello World

• Tutorial: Computer Vision Pipeline

• Why YAML over SDK?

Common Tasks

• Run an execution

• Build a data pipeline

• Track experiments and metrics

• Serving your models

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Example Projects

See Valohai in action with production-ready templates:

Computer Vision

• YOLO Object Detection — train and deploy YOLOv8

• MMDetection3D — 3D object detection pipelines

NLP & LLM

• Mistral Fine-Tuning — fine-tune LLMs with distributed training

• RAG Documentation Assistant — build a retrieval-augmented chatbot

Audio & Data Engineering

• NVIDIA NeMo ASR Pipeline

• Snowflake ML with Snowpark

Browse all examples →

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Learn the Platform

Core Concepts

Understand how Valohai works and why it's built this way:

• Docker in Valohai — bring your own images

• Data Versioning — automatic lineage and caching

• Pipelines — chain jobs with dependency graphs

• Reproducibility by Default — every run is traceable

How-To Guides

Task-focused instructions for specific workflows:

• Configure execution environments

• Use spot instances

• Debug failed pipelines

• Set up private Docker registries

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Get Help

• Need support? support.valohai.com

• Want training? 🎓 Valohai Academy

• See what's new? 🆕 Changelog