◈ Guides & Resources

In-depth guides on AI hardware selection, optimization tips, and productivity tricks for getting the most out of your compute resources.

★ Featured Guides

Hardware Guide

Best GPUs for AI Training in 2025

A comprehensive comparison of datacenter and consumer GPUs for training large language models, diffusion models, and other AI workloads.

12 min read•Jan 15

Hardware Guide

Best GPUs for Running Local LLMs

Find the optimal GPU for running Llama, Mistral, and other open-source LLMs locally. Covers VRAM requirements, performance, and cost analysis.

10 min read•Jan 10

Tips & Tricks

LLM Quantization: GPTQ, AWQ, and GGUF Explained

Master quantization techniques to run larger models on consumer hardware. Covers 4-bit, 8-bit, and mixed precision approaches.

15 min read•Jan 3

All Guides (12)

Hardware Guide★ Featured

Best GPUs for AI Training in 2025

A comprehensive comparison of datacenter and consumer GPUs for training large language models, diffusion models, and other AI workloads.

12 min•Jan 15, 2025

Hardware Guide★ Featured

Best GPUs for Running Local LLMs

Find the optimal GPU for running Llama, Mistral, and other open-source LLMs locally. Covers VRAM requirements, performance, and cost analysis.

10 min•Jan 10, 2025

Benchmarks

NVIDIA H100 vs A100: Which Should You Choose?

Deep dive into the differences between NVIDIA's flagship datacenter GPUs. Performance benchmarks, pricing, and use case recommendations.

8 min•Jan 8, 2025

Hardware Guide

RTX 4090 for AI: The Ultimate Homelab GPU

How to maximize the RTX 4090 for AI inference, fine-tuning, and local development. Tips for cooling, power, and optimization.

9 min•Jan 5, 2025

Tips & Tricks★ Featured

LLM Quantization: GPTQ, AWQ, and GGUF Explained

Master quantization techniques to run larger models on consumer hardware. Covers 4-bit, 8-bit, and mixed precision approaches.

15 min•Jan 3, 2025

Tips & Tricks

VRAM Requirements for Popular LLMs

Complete reference for VRAM needs across Llama 3, Mistral, Mixtral, Qwen, and other popular models at various quantization levels.

7 min•Dec 28, 2024

Tips & Tricks

Multi-GPU Setup for AI Training

Configure multiple GPUs for distributed training. Covers NVLink, PCIe considerations, and software setup for PyTorch and JAX.

11 min•Dec 25, 2024

Hardware Guide

Apple Silicon for Machine Learning

Leverage M1/M2/M3 chips for ML development. MLX framework guide, performance expectations, and when to use vs cloud GPUs.

10 min•Dec 20, 2024

Benchmarks

Cloud GPU Pricing Comparison 2025

Compare GPU pricing across AWS, GCP, Azure, Lambda Labs, RunPod, and Vast.ai. Find the best value for your AI workloads.

8 min•Dec 18, 2024

Tips & Tricks

Ollama Optimization: Speed Up Local LLM Inference

Advanced tips for faster Ollama performance. GPU offloading, context length tuning, and model selection strategies.

6 min•Dec 15, 2024

Hardware Guide

Used GPU Buying Guide for AI

Smart strategies for buying used datacenter GPUs. Tesla P40, V100, A100 market analysis and what to watch out for.

9 min•Dec 12, 2024

Hardware Guide

Best GPUs for Stable Diffusion & Image Generation

Optimize your setup for SDXL, Flux, and other diffusion models. VRAM requirements, speed benchmarks, and budget recommendations.

8 min•Dec 10, 2024

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