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Tutorials

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.

Tutorials Apr 2026

CI/CD for AI Models: Automated Pipeline

Step-by-step guide to building CI/CD pipelines for AI model deployment covering automated testing, model validation, Docker image builds, rolling updates,…

Tutorials Apr 2026

Model Versioning on GPU Servers

Practical guide to implementing model versioning for AI inference on GPU servers covering storage strategies, metadata tracking, version switching, A/B…

Tutorials Apr 2026

Blue-Green Deployment for AI Models

Complete guide to implementing blue-green deployment for AI models on GPU servers covering zero-downtime switching, traffic routing, health validation, automated…

Tutorials Apr 2026

RAG Pipeline with ChromaDB and LangChain

Build a retrieval-augmented generation pipeline combining ChromaDB for vector storage, LangChain for orchestration, and a self-hosted LLM for grounded answers…

Tutorials Apr 2026

Voice Agent Pipeline with Whisper, LLM, and Coqui TTS

Build a voice-to-voice AI agent combining Whisper for speech recognition, an LLM for reasoning, and Coqui TTS for speech synthesis…

Tutorials Apr 2026

OCR + LLM Document Summarisation Pipeline

Build a pipeline that extracts text from scanned documents with PaddleOCR and generates structured summaries with a self-hosted LLM on…

Tutorials Apr 2026

SDXL Image Generation API with FastAPI

Build a production image generation API serving Stable Diffusion XL through FastAPI with queuing, caching, and GPU memory management on…

Tutorials Apr 2026

Streaming Chatbot with LLaMA and RAG

Build a production streaming chatbot combining LLaMA with RAG retrieval, server-sent events, conversation memory, and a web frontend on dedicated…

Tutorials Apr 2026

AI Code Review Pipeline with DeepSeek and Git

Build an automated code review pipeline that analyses Git diffs with DeepSeek Coder, flags bugs, suggests improvements, and posts comments…

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