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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

Migrate from Azure OpenAI to Dedicated GPU: Copilot Integration Guide

Replace your Azure OpenAI-powered copilot with a self-hosted model on dedicated GPU, removing Microsoft's per-token fees and gaining full control…

Tutorials Apr 2026

Migrate from Azure OpenAI to Dedicated GPU: Customer Service Bot Guide

Replace your Azure OpenAI customer service bot with a self-hosted solution on dedicated GPU, eliminating Microsoft's token markup while handling…

Tutorials Apr 2026

Migrate from Azure OpenAI to Dedicated GPU: Content Moderation Guide

Move your AI content moderation from Azure OpenAI to a dedicated GPU, gaining customisable safety rules and eliminating per-request moderation…

Tutorials Apr 2026

Migrate from RunPod to Dedicated GPU: Multi-Model Serving

Consolidate multiple RunPod pods into a single dedicated GPU server for multi-model serving, eliminating per-pod overhead and achieving lower latency…

Tutorials Apr 2026

Migrate from Lambda to Dedicated GPU: Research Training

Transition your ML research training workloads from Lambda Cloud to dedicated GPUs for persistent environments, faster iteration cycles, and predictable…

Tutorials Apr 2026

Migrate from Lambda to Dedicated GPU: Batch Inference

Move your batch inference pipelines from Lambda Cloud to dedicated GPU servers for continuous processing, lower per-item costs, and elimination…

Tutorials Apr 2026

Migrate from Together.ai to Dedicated GPU: Batch Processing

Move your batch LLM processing from Together.ai's API to dedicated GPUs for dramatically lower per-item costs and no rate limit…

Tutorials Apr 2026

Migrate from Together.ai to Dedicated GPU: Model Evaluation

Run comprehensive model evaluations on dedicated GPU hardware instead of Together.ai for unlimited benchmark throughput, custom evaluation suites, and reproducible…

Tutorials Apr 2026

Migrate from Together.ai to Dedicated GPU: RAG Pipeline

Self-host your RAG pipeline on dedicated GPUs instead of Together.ai for lower latency, zero per-query token costs, and full control…

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