Tutorials
Hands-on deployment guides for AI frameworks, tools, and pipelines on dedicated GPU servers. Set up PyTorch, TensorFlow, vLLM, and more from scratch — full root access on bare metal.
QLoRA Fine-Tune on RTX 5060 Ti 16GB – Complete Guide
QLoRA with bitsandbytes NF4 lets you fine-tune up to 14 B parameters on a 16 GB card - code, config and timing.
RTX 5060 Ti 16GB Reranker Server
Self-hosted cross-encoder reranker on Blackwell 16GB - BGE/Jina/Mixedbread via TEI, plugged into any RAG stack.
RTX 5060 Ti 16GB Sanity Test Script
A 15-minute sanity test for a newly provisioned RTX 5060 Ti 16GB server - verify hardware, CUDA, PyTorch, and baseline…
RTX 5060 Ti 16GB Stable Diffusion Setup
Setting up Stable Diffusion (SDXL + SD 1.5) on Blackwell 16GB via Diffusers - the scripted / headless path.
RTX 5060 Ti 16GB TGI Setup
Hugging Face TGI on Blackwell 16GB - Docker run command, config for FP8 and quantised serving.
RTX 5060 Ti 16GB Ubuntu Driver Install
Install NVIDIA driver and CUDA for Blackwell 16GB on Ubuntu 22.04/24.04 - reliable steps and verification.
RTX 5060 Ti 16GB Voice Pipeline Setup
Complete voice pipeline setup on Blackwell 16GB - Whisper ASR, Llama reasoning, XTTS v2 TTS behind one FastAPI.
RTX 5060 Ti 16GB Voice Pipeline Setup
Complete voice pipeline setup on Blackwell 16GB - Whisper ASR, Llama reasoning, XTTS v2 TTS behind one FastAPI.
RTX 5060 Ti 16GB with Chunked Prefill
Chunked prefill on Blackwell 16GB - how batching prefill and decode together smooths tail latency under concurrency.
VS Code Remote Setup on RTX 5060 Ti 16GB
Remote-SSH from VS Code into a Blackwell 16 GB server - laptop UX, dedicated GPU power, port forwarding for vLLM.
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