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onboarding

  • Set Up Local Network Access
  • Open WebUI with Ollama

data science

  • Single-cell RNA Sequencing
  • Portfolio Optimization
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  • Text to Knowledge Graph
  • Optimized JAX

tools

  • VS Code
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  • Comfy UI
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fine tuning

  • FLUX.1 Dreambooth LoRA Fine-tuning
  • LLaMA Factory
  • Fine-tune with NeMo
  • Fine-tune with Pytorch
  • Unsloth on DGX Spark

use case

  • Secure Long Running AI Agents with OpenShell on DGX Spark
  • OpenClaw 🦞
  • Spark & Reachy Photo Booth
  • Live VLM WebUI
  • Install and Use Isaac Sim and Isaac Lab
  • Vibe Coding in VS Code
  • Build and Deploy a Multi-Agent Chatbot
  • Connect Two Sparks
  • NCCL for Two Sparks
  • Build a Video Search and Summarization (VSS) Agent

inference

  • LM Studio on DGX Spark
  • Nemotron-3-Nano with llama.cpp
  • Speculative Decoding
  • SGLang for Inference
  • TRT LLM for Inference
  • vLLM for Inference
  • NVFP4 Quantization
  • Multi-modal Inference
  • NIM on Spark

Set Up Local Network Access

5 MIN

NVIDIA Sync helps set up and configure SSH access

DGXSpark
OverviewOverviewConnect with NVIDIA SyncConnect with NVIDIA SyncConnect with Manual SSHConnect with Manual SSHTroubleshootingTroubleshooting

Possible issues connecting via NVIDIA Sync

SymptomCauseFix
Device name doesn't resolvemDNS blocked on networkUse IP address instead of hostname.local
Connection refused/timeoutDGX Spark not booted or SSH not readyWait for device boot completion; SSH available after updates finish
Authentication failedSSH key setup incompleteRe-run device setup in NVIDIA Sync; check credentials

Possible issues connecting via manual SSH

SymptomCauseFix
Device name doesn't resolvemDNS blocked on networkUse IP address instead of hostname.local
Connection refused/timeoutDGX Spark not booted or SSH not readyWait for device boot completion; SSH available after updates finish
Port forwarding failsService not running or port conflictVerify remote service is active; try different local port

Resources

  • DGX Spark Documentation
  • DGX Spark Forum
  • DGX Spark User Performance Guide
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