🚀 Getting Started
New to deep learning rigs? Start here for essential guides and first steps.
TensorRigs Documentation
Your Complete Guide to Deep Learning Infrastructure & Troubleshooting
Quick Access
Section titled “Quick Access”🔧 Post-Purchase Setup
Set up your new workstation: BIOS optimization, OS installation, drivers, and initial configuration.
⚡ Training Optimization
Master batch sizes, learning rates, GPU memory management, and data loading for maximum performance.
🎯 Workload-Specific Guides
Optimize for your specific use case: Computer Vision, NLP, or Multi-GPU training.
📊 Monitoring & Maintenance
Keep your system healthy with proper monitoring, alerts, and maintenance schedules.
🔍 Troubleshooting
Fix common issues with CUDA, GPUs, Conda environments, and deep learning frameworks.
💻 Scripts
Ready-to-use bash scripts for data management, permissions, and workflow automation.
🖥️ HPC & Cloud Resources
Work with cluster environments, batch systems, and high-performance computing setups.
🛒 Hardware Selection
Need to choose components? Visit the main TensorRigs site for GPU, CPU, and system comparisons.
What You’ll Find
Section titled “What You’ll Find”This documentation provides practical solutions for building, configuring, and maintaining deep learning systems:
🏗️ Setup & Configuration
Section titled “🏗️ Setup & Configuration”- Post-Purchase Setup - BIOS optimization, OS installation, driver setup
- Environment Management - Conda, pip, virtual environments
- Multi-GPU Configuration - Distributed training setup
⚡ Performance & Optimization
Section titled “⚡ Performance & Optimization”- Training Optimization - Batch size, learning rate, memory management
- Data Loading - Eliminate bottlenecks for maximum GPU utilization
- Workload-Specific Tuning - Computer Vision, NLP, Multi-GPU strategies
🔧 Operations & Maintenance
Section titled “🔧 Operations & Maintenance”- System Monitoring - GPU health, temperature, utilization tracking
- Troubleshooting - CUDA errors, driver issues, framework problems
- Preventive Maintenance - Keep your system running optimally
🚀 Advanced Topics
Section titled “🚀 Advanced Topics”- HPC Integration - Cluster environments and batch systems
- Automation Scripts - Data management, permissions, workflows
- Remote Access - Monitor and manage your rig from anywhere
Companion to TensorRigs.com - Use the main site for hardware selection, then return here for setup and optimization guides.
Built for researchers, students, and ML engineers working with deep learning systems.