Start Building on DGX Spark

Fine-tune FLUX.1-dev 12B model using Dreambooth LoRA for custom image generation

Optimize JAX to Run on Spark

Install and fine-tune models with LLaMA Factory

Deploy a multi-agent chatbot system and chat with agents on your Spark

Setup multi-modal inference with TensorRT

Install and test NCCL on two Sparks

Use NVIDIA NeMo to fine-tune models locally

Deploy a NIM on Spark

Quantize a model to NVFP4 to run on Spark using TensorRT Model Optimizer

Use Pytorch to fine-tune models locally

Install and use AI Workbench to clone and run a reproducible RAG application

Learn how to set up speculative decoding for fast inference on Spark

Connect two Spark devices and setup them up for inference and fine-tuning

Use Tailscale to connect to your Spark on your home network no matter where you are

Install and configure TRT LLM to run on a single Spark or on two Sparks

Transform unstructured text into interactive knowledge graphs with LLM inference and graph visualization

Optimized fine-tuning with Unsloth

Fine-tune Vision-Language Models for image and video understanding tasks using Qwen2.5-VL and InternVL3

Use a container or build vLLM from source for Spark

Run the VSS Blueprint on your Spark