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onboarding

  • Set Up Local Network Access
  • Open WebUI with Ollama

data science

  • CUDA-X Data Science
  • Optimized JAX
  • Text to Knowledge Graph

tools

  • VS Code
  • DGX Dashboard
  • Comfy UI
  • RAG Application in AI Workbench
  • Set up Tailscale on Your Spark

fine tuning

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

use case

  • Vibe Coding in VS Code
  • Build and Deploy a Multi-Agent Chatbot
  • NCCL for Two Sparks
  • Connect Two Sparks
  • Build a Video Search and Summarization (VSS) Agent

inference

  • Multi-modal Inference
  • NIM on Spark
  • NVFP4 Quantization
  • Speculative Decoding
  • TRT LLM for Inference
  • Install and Use vLLM for Inference

VS Code

5 MIN

Install and use VS Code locally or remotely

OverviewInstructionsAccess with NVIDIA SyncTroubleshooting
SymptomCauseFix
dpkg: dependency problems during installMissing dependenciesRun sudo apt-get install -f
VS Code won't launch with GUI errorNo display server/X11Verify GUI desktop is running: echo $DISPLAY
Extensions fail to installNetwork connectivity or ARM64 compatibilityCheck internet connection, verify extension ARM64 support

Resources

  • VS Code Documentation
  • DGX Spark Documentation
  • DGX Spark Forum
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