Runpod Articles | Guides, tutorials, and AI infrastructure insights

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Emmett Fear

July 18, 2025

Fine-Tuning Llama 3.1 on RunPod: A Step-by-Step Guide for Efficient Model Customization

Fine-tune Meta’s Llama 3.1 using LoRA on Runpod’s high-performance GPUs—train custom LLMs cost-effectively with A100 or H100 instances, Docker containers, and per-second billing for scalable, infrastructure-free AI development.

Guides

Emmett Fear

July 18, 2025

Quantum-Inspired AI Algorithms: Accelerating Machine Learning with RunPod's GPU Infrastructure

Accelerate quantum-inspired machine learning with Runpod—simulate quantum algorithms on powerful GPUs like H100 and A100, reduce costs with per-second billing, and deploy scalable, cutting-edge AI workflows without quantum hardware.

Guides

Emmett Fear

July 18, 2025

Multimodal AI Deployment Guide: Running Vision-Language Models on RunPod GPUs

Instantly launch GPU-accelerated environments with RunPod’s Deploy Console—spin up containers, models, or templates on demand with scalable performance and transparent per-second pricing.

Guides

Emmett Fear

July 18, 2025

Unlocking High‑Performance Machine Learning with JAX on Runpod

Accelerate machine learning with JAX on Runpod—leverage JIT compilation, auto-vectorization, and scalable GPU clusters to train cutting-edge models faster and more affordably than ever before.

Guides

Emmett Fear

July 18, 2025

Maximizing Efficiency: Fine‑Tuning Large Language Models with LoRA and QLoRA on Runpod

Fine-tune large language models affordably using LoRA and QLoRA on Runpod—cut VRAM requirements by up to 4×, reduce costs with per-second billing, and deploy custom LLMs in minutes using scalable GPU infrastructure.

Guides

Emmett Fear

July 18, 2025

Scaling Up Efficiently: Distributed Training with DeepSpeed and ZeRO on Runpod

Train billion-parameter models efficiently with DeepSpeed and ZeRO on Runpod’s scalable GPU infrastructure—reduce memory usage, cut costs, and accelerate training using per-second billing and Instant Clusters.

Guides

Emmett Fear

July 18, 2025

How do I build a scalable, low‑latency speech recognition pipeline on Runpod using Whisper and GPUs?

Deploy real-time speech recognition with Whisper and faster-whisper on Runpod’s GPU cloud—optimize latency, cut costs, and transcribe multilingual audio at scale using serverless or containerized ASR pipelines.

Guides

Emmett Fear

July 18, 2025

Unleashing Graph Neural Networks on Runpod’s GPUs: Scalable, High‑Speed GNN Training

Accelerate graph neural network training with GPU-powered infrastructure on Runpod—scale across clusters, cut costs with per-second billing, and deploy distributed GNN models for massive graphs in minutes.

Guides

Emmett Fear

July 18, 2025

The Future of 3D – Generative Models and 3D Gaussian Splatting on Runpod

Explore the future of 3D with Runpod—train and deploy cutting-edge models like NeRF and 3D Gaussian Splatting on scalable cloud GPUs. Achieve real-time rendering, distributed training, and immersive AI-driven 3D creation without expensive hardware.

Guides

Emmett Fear

July 18, 2025

Edge AI Revolution: Deploy Lightweight Models at the Network Edge with Runpod

Deploy high-performance edge AI models with sub-second latency using Runpod’s global GPU infrastructure. Optimize for cost, compliance, and real-time inference at the edge—without sacrificing compute power or flexibility.

Guides

Emmett Fear

July 18, 2025

Real-Time Computer Vision – Building Object Detection and Video Analytics Pipelines with Runpod

Build and deploy real-time object detection pipelines using YOLO and NVIDIA DeepStream on Runpod’s scalable GPU cloud. Analyze video streams at high frame rates with low latency and turn camera data into actionable insights in minutes.

Guides

Emmett Fear

July 18, 2025

Reinforcement Learning Revolution – Accelerate Your Agent’s Training with GPUs

Accelerate reinforcement learning training by 100× using GPU-optimized simulators like Isaac Gym and RLlib on Runpod. Launch scalable, cost-efficient RL experiments in minutes with per-second billing and powerful GPU clusters.

Guides

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