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.
OpenAI SDK with Self-Hosted Models: Python Guide
Complete guide to using the official OpenAI Python SDK with self-hosted models via vLLM and Ollama covering chat completions, streaming, function calling, and async patterns on GPU servers.
OpenAI SDK with Self-Hosted Models: Node.js Guide
Complete guide to using the official OpenAI Node.js SDK with self-hosted models via vLLM and Ollama covering chat completions, streaming,…
LangChain with Self-Hosted vLLM
Complete guide to integrating LangChain with a self-hosted vLLM instance covering ChatOpenAI configuration, chains, RAG pipelines, agents, and streaming on…
LangChain with Ollama: Local LLM Integration
Step-by-step guide to integrating LangChain with Ollama for local LLM inference covering model setup, chains, RAG pipelines, embeddings, and deployment…
LlamaIndex with Self-Hosted Models: RAG Setup
Complete guide to building a RAG pipeline with LlamaIndex and self-hosted models via vLLM covering document ingestion, vector indexing, query…
Streamlit AI App on Dedicated GPU
Step-by-step guide to building and deploying a Streamlit AI application on a dedicated GPU server covering chat apps, model caching,…
Hugging Face Transformers on Dedicated GPU
Complete guide to deploying Hugging Face Transformers models on dedicated GPU servers covering model loading, inference optimisation, quantisation, pipeline API,…
Gradio AI Demo: Deployment on GPU
Step-by-step guide to building and deploying a Gradio AI demo on a dedicated GPU server covering chat interfaces, image generation…
FastAPI AI Inference Server: Complete Build
Complete guide to building a FastAPI AI inference server on a dedicated GPU covering request validation, streaming, rate limiting, authentication,…
Flask AI API: LLM Inference Wrapper
Complete guide to building a Flask API wrapper for LLM inference on a dedicated GPU server covering endpoint design, streaming,…
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