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FINE-TUNE STUDIO

Fine-Tune Custom AssistantsWithout Managing Infrastructure

Standard|Confidential
Base model
+
Dataset
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Custom model
Text-to-textText-to-audioCode generationThere is more.

Popular base models

DeepSeek logo
moonshot logo
Qwen logo
Meta logo
Mistral logo
OpenAI logo
NVIDIA logo
Anthropic logo
DeepSeek logo
moonshot logo
Qwen logo
Meta logo
Mistral logo
OpenAI logo
NVIDIA logo
Anthropic logo

Compute

Choose your compute model

Traditional or Confidential. Single Instance or GPU Cluster. All supported. All ready. All codeless.

Traditional Computing

Traditional compute

Train your models using traditional compute infrastructure.

  • Single location
  • Predictable performance
  • Full control

Best for: Stable workloads, on-premise needs, predictable costs

Start with Traditional

Confidential Computing

Distributed compute across global nodes

Train with distributed compute across global nodes. Privacy-preserving, TDX-verified GPU attestation, unlimited scale.

Attestation

NVIDIANVIDIA Confidential ComputingIntelIntel TDXAMDAMD SEV
  • Global distribution
  • Privacy-preserving
  • Unlimited scale

Best for: Privacy-sensitive data, global scale

Explore Confidential

One platform. All compute types.

Choose Traditional or Confidential. Select Single Instance or GPU Cluster. Switch anytime. No infrastructure setup. No code required.

All compute types supported

Choose Traditional, Confidential, or Clustering. Switch anytime.

Ready infrastructure

No setup required. Start training in minutes.

Codeless interface

No-code workflows. Guided setup. Automatic configuration.

Unified platform

One platform. All compute types. Seamless integration.

How it works

How it flows

Three steps from dataset to production. No infrastructure. No complexity.

01

Prep data

Upload JSONL/CSV or connect stores. Mask and version in minutes. Quality scoring. PII detection. Automatic cleaning.

02

Tune & monitor

Choose SFT, DPO, PPO, RLAIF, CTO, or any method. Tweak knobs, and watch metrics stream. Confidential or Traditional compute.

03

Ship & iterate

Promote the winner, share the endpoint, and keep iterating from the same workspace. OpenAI-compatible deployment.

Capabilities

Model capability overview

Scan the core fine-tuning lanes and see which model families are supported. All modalities. All methods.

Text-to-text

Instruction copilots, support agents, knowledge search. Train any text model with any method.

Supported model examples

LLaMA 3.3Mistral NemoQwen3 Next

Image-to-text

Captioning, screenshot QA, product intelligence. Vision-language models with text and images.

Supported model examples

Qwen-VLLLaVAKimi-K2PiXtral

Audio Understanding

Train models to understand and reason about audio content, speech, music, and sounds.

Supported model examples

Qwen2-AudioMiniCPM-oQwen2-Audio-7B-Instruct

Audio-to-text (ASR)

Meeting transcription, contact center automation, voice analytics. High-accuracy speech recognition.

Supported model examples

WhisperNeMoSpeechT5

Video-to-text

Long-form video understanding, compliance reviews, ops monitoring. Video-language reasoning.

Supported model examples

InternVLKosmos-2Qwen2-VL-Video

Code (text → code)

Developer copilots, CI assistants, automated refactors. Train models that code, reason, and act.

Supported model examples

DeepSeek-CoderStarCoder2CodeLLaMA

Multimodal (text + image → text)

Unified copilots that can understand documents and UI screenshots. Multimodal reasoning at scale.

Supported model examples

Qwen-VLLLaVAKimi-K2

Text-to-audio (TTS)

Voice generation, product voices, multilingual narration. High-quality speech synthesis.

Supported model examples

XTTSBarkRime

Text-to-embeddings

Retrieval, semantic search, embeddings for analytics. Train embedding models for RAG applications.

Supported model examples

BGEE5text-embedding-3-large

Ready to fine-tune?Launch Studio now

Start training your custom AI models in minutes. No infrastructure setup. No code required.

Launch StudioView Documentation
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