Deploy MLflow in one click installation.
Open-source platform for tracking ML experiments, managing models, and monitoring LLM applications in production.
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What you can build with MLflow
MLflow ialah platform kejuruteraan AI sumber terbuka terbesar, dengan lebih 60 juta muat turun bulanan. Ia merangkumi kitaran hayat pembelajaran mesin yang lengkap: mencatat parameter dan metrik eksperimen, membandingkan larian merentasi konfigurasi, mendaftar model untuk penggunaan, dan menguruskan kemajuannya melalui persekitaran pementasan dan pengeluaran. Disokong secara asli oleh PyTorch, TensorFlow, scikit-learn, Hugging Face, LangChain, dan berpuluh-puluh rangka kerja ML lain melalui autologging, ia memerlukan perubahan kod yang minimum untuk diguna pakai.
Versi 3 mengembangkan MLflow ke era LLM dengan pengesanan teragih berasaskan OpenTelemetry untuk ejen dan panggilan LLM, penilaian sistematik dengan 50+ hakim terbina dalam, pendaftaran gesaan dengan penjejakan keturunan penuh, dan Gerbang AI yang menghalakan trafik merentasi OpenAI, Anthropic, dan penyedia lain dengan pengehadan kadar dan kawalan kos. Pengehosan sendiri menyimpan semua jejak, artifak, dan metadata model pada infrastruktur yang anda kawal.
Key features of MLflow
Experiment Tracking
Log parameters, metrics, tags, and artifacts for every training run. Compare experiments side-by-side to identify the best model configuration.
Model Registry
Centrally manage ML models across staging and production with version history, approval workflows, and team-level access controls.
LLM & Agent Tracing
Capture complete OpenTelemetry-based traces of every LLM call and agent step. Debug latency, token costs, and output quality in production.
LLM Evaluation
Run systematic evaluations using 50+ built-in metrics and LLM judges. Track quality regressions before they reach production users.
Prompt Registry
Version, test, and deploy prompts with full lineage tracking. Automatically optimize prompts using state-of-the-art algorithms to improve task performance.
Why run MLflow on Hostinger
Launch in one click
Get your application up and running instantly with a preconfigured setup. No manual installation or complex setup steps.
Security you can rely on
Keep your applications protected with a built-in firewall, DDoS protection, and continuous monitoring.
Built in Docker manager
Run and manage multiple Docker containers from one place. Deploy, update, and monitor your projects with ease.
Launch in one click
Get your application up and running instantly with a preconfigured setup. No manual installation or complex setup steps.
Security you can rely on
Keep your applications protected with a built-in firewall, DDoS protection, and continuous monitoring.
Built in Docker manager
Run and manage multiple Docker containers from one place. Deploy, update, and monitor your projects with ease.
Docker VPS hosting you can rely on
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