# GPU

Posts Tagged: GPU

4 posts found

Dec 25, 2024 • 2 min read • AI & Machine Learning

Running Multiple LLMs: My GPU Memory Management Nightmare

I wanted to run multiple LLMs simultaneously on my GPU. Simple goal, right? Wrong. GPU memory management became a nightmare. Here's what I learned the hard way.

AI GPU LLM Optimization

Dec 13, 2024 • 7 min read • AI & Machine Learning

Why 24GB VRAM Is the New Minimum for Serious AI Work

Modern AI models are breaking on 12GB cards. After running local LLMs, training models, and deploying AI systems, I've learned that 24GB VRAM is now the practical minimum for serious AI work. Here's why, and what it means for your hardware choices—comparing RTX 3090, 4090, and A6000.

Machine Learning GPU LLM CUDA Hardware ameylokare amey lokare lokare amey VRAM AI Hardware NVIDIA RTX 3090 RTX 4090 A6000 Deep Learning GPU Computing AI Training Model Inference

Dec 06, 2024 • 1 min read • AI & Machine Learning

My Home AI Lab Setup — GPU Computing for Local LLMs

From experimenting with speech-to-text to training lightweight predictive models, I've created a personal AI lab at home powered by high-end consumer hardware. The goal? Run local LLMs, real-time voice agents, VLMs, and GPU-accelerated automation workflows without relying on cloud costs.

AI Machine Learning GPU LLM Hardware Home Lab

Nov 30, 2024 • 4 min read • AI & Machine Learning

My Home AI Lab Setup — GPU Computing for Local LLMs

A complete breakdown of my personal AI lab—running local LLMs, real-time voice agents, and GPU-accelerated workflows without cloud costs. Hardware specs, software stack, real-world use cases, and why local AI is the future.

AI Machine Learning GPU LLM CUDA PyTorch Proxmox NVMe RTX Whisper ComfyUI

Dive Deeper into GPU

Interested in GPU solutions? Let's discuss how I can help with your project.

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