vast.ai

**Vast.ai GPU Cloud Computing Resources (2025)**
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**Vast.ai Platform & Service Pages**
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- [Affordable GPU Cloud Pricing](https://vast.ai/pricing): Competitive GPU rental rates starting as low as $0.07/hour with flexible on-demand and interruptible pricing options across thousands of GPU configurations including RTX 5090, RTX 4090, H100, and A100 models.

- [Secure GPU Cloud - SOC 2 Certified Infrastructure](https://vast.ai/clusters): Enterprise-grade secure cloud GPU infrastructure with SOC 2 Type 1 certification, ISO 27001 compliance, and GDPR/HIPAA compliant data center partners for mission-critical AI workloads.

- [Cloud Console - GPU Instance Management](https://cloud.vast.ai/): Web-based console for managing GPU instances, templates, billing, and account settings with intuitive interface for creating, monitoring, and scaling AI workloads across thousands of available GPUs.

- [Search Interface - Find Perfect GPU Configurations](https://cloud.vast.ai/create/): Advanced search interface for discovering optimal GPU offers with detailed filtering by location, GPU type, performance metrics, pricing, and availability for precise workload matching.

- [Templates Library - Pre-configured AI Environments](https://cloud.vast.ai/templates/): Extensive collection of pre-configured Docker templates for popular AI frameworks including PyTorch, TensorFlow, Jupyter, and specialized applications for rapid deployment.

- [About Vast.ai - Democratizing AI Infrastructure](https://vast.ai/about): Founded in 2018, Vast.ai connects global GPU providers with users seeking cost-effective AI compute, offering 3-5x cheaper GPU rentals than traditional cloud providers while maintaining enterprise security standards.

- [Enterprise Contact - Custom GPU Solutions](https://vast.ai/enterprise/contact): Dedicated enterprise support for Fortune 500 companies and organizations requiring custom GPU infrastructure solutions, bulk pricing, and specialized compliance requirements.

- [Contact Sales - AI Infrastructure Consultation](https://vast.ai/contact-sales): Expert consultation for AI teams to optimize their GPU infrastructure strategy, featuring custom solutions and enterprise-grade support for scaling AI workloads efficiently.

- [Compliance & Security Policies](https://vast.ai/compliance): Comprehensive security framework including SOC 2 Type 1 certification, data center partnerships with ISO 27001 compliance, and detailed compliance policies for GDPR, HIPAA, and enterprise security requirements.

- [Data Center Application - Join the Network](https://vast.ai/data-center-application): Information for data centers interested in joining Vast.ai's global GPU provider network, enabling monetization of unused GPU capacity while serving the AI community.

- [Platform Status & Monitoring](https://vast.ai/status): Real-time status monitoring of Vast.ai's platform infrastructure, API availability, and service uptime across all regions and data center partners.

- [Privacy Policy & Data Protection](https://vast.ai/privacy): Detailed privacy policy outlining how Vast.ai protects user data, handles personal information, and maintains compliance with global data protection regulations.

- [Terms of Service & Usage Policies](https://vast.ai/terms): Comprehensive terms of service covering acceptable use policies, billing terms, and legal framework for using Vast.ai's GPU cloud infrastructure.

**Available GPU Hardware Catalog**
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**NVIDIA RTX 50 Series (Latest Generation)**
- [RTX 5090 GPU Rental](https://vast.ai/pricing/gpu/RTX-5090): NVIDIA's flagship Ada Lovelace GPU with 24GB GDDR6X memory, 16384 CUDA cores, and exceptional AI performance for the most demanding workloads.
- [RTX 5080 GPU Rental](https://vast.ai/pricing/gpu/RTX-5080): High-performance Ada Lovelace GPU offering excellent price-to-performance ratio for professional AI development and training.
- [RTX 5070 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-5070-TI): Powerful mid-range GPU ideal for AI experimentation, model fine-tuning, and development workflows.
- [RTX 5070 GPU Rental](https://vast.ai/pricing/gpu/RTX-5070): Cost-effective Ada Lovelace GPU perfect for learning AI/ML, prototyping, and smaller-scale training projects.
- [RTX 5060 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-5060-TI): Entry-level Ada Lovelace GPU suitable for AI inference, experimentation, and educational use cases.

**NVIDIA RTX 40 Series (Current Generation)**
- [RTX 4090 GPU Rental](https://vast.ai/pricing/gpu/RTX-4090): Top-tier consumer GPU with 24GB GDDR6X, exceptional for large model training, research, and high-performance AI workloads.
- [RTX 4090D GPU Rental](https://vast.ai/pricing/gpu/RTX-4090D): China-specific variant of RTX 4090 with modified specifications for compliance with export regulations.
- [RTX 4080 Super GPU Rental](https://vast.ai/pricing/gpu/RTX-4080S): Enhanced version of RTX 4080 with improved performance and efficiency for professional AI applications.
- [RTX 4080 GPU Rental](https://vast.ai/pricing/gpu/RTX-4080): High-performance GPU ideal for AI training, inference, and professional development workflows.
- [RTX 4070 Ti Super GPU Rental](https://vast.ai/pricing/gpu/RTX-4070S-TI): Enhanced mid-range GPU offering excellent performance for AI model development and training.
- [RTX 4070 Super GPU Rental](https://vast.ai/pricing/gpu/RTX-4070S): Improved RTX 4070 with better performance for AI experimentation and medium-scale training.
- [RTX 4070 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-4070-TI): Powerful mid-range GPU perfect for AI development, fine-tuning, and research projects.
- [RTX 4070 GPU Rental](https://vast.ai/pricing/gpu/RTX-4070): Balanced performance GPU suitable for AI learning, prototyping, and inference workloads.
- [RTX 4060 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-4060-TI): Entry-level GPU ideal for AI experimentation, small model training, and educational purposes.
- [RTX 4060 GPU Rental](https://vast.ai/pricing/gpu/RTX-4060): Budget-friendly GPU perfect for AI inference, learning, and lightweight development tasks.

**NVIDIA RTX 30 Series (Previous Generation)**
- [RTX 3090 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-3090-TI): Enhanced RTX 3090 with 24GB GDDR6X, excellent for large model training and professional AI workloads.
- [RTX 3090 GPU Rental](https://vast.ai/pricing/gpu/RTX-3090): Popular 24GB GPU widely used for AI training, research, and development with excellent price-to-performance.
- [RTX 3080 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-3080-TI): High-performance GPU with 12GB memory, ideal for AI training and professional applications.
- [RTX 3080 GPU Rental](https://vast.ai/pricing/gpu/RTX-3080): Well-balanced GPU suitable for AI development, training medium-sized models, and inference.
- [RTX 3070 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-3070-TI): Mid-range GPU perfect for AI experimentation, fine-tuning, and development workflows.
- [RTX 3070 GPU Rental](https://vast.ai/pricing/gpu/RTX-3070): Cost-effective GPU ideal for AI learning, prototyping, and inference applications.
- [RTX 3070 Laptop GPU Rental](https://vast.ai/pricing/gpu/RTX-3070-LAPTOP): Mobile variant of RTX 3070 available in portable workstation configurations.
- [RTX 3060 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-3060-TI): Entry-level GPU suitable for AI experimentation and educational use cases.
- [RTX 3060 GPU Rental](https://vast.ai/pricing/gpu/RTX-3060): Budget-friendly GPU perfect for AI inference, learning, and lightweight training tasks.
- [RTX 3060 Laptop GPU Rental](https://vast.ai/pricing/gpu/RTX-3060-LAPTOP): Mobile RTX 3060 for portable AI development and testing environments.
- [RTX 3050 GPU Rental](https://vast.ai/pricing/gpu/RTX-3050): Entry-level GPU ideal for AI learning, inference, and basic development tasks.

**NVIDIA RTX 20 Series**
- [RTX 2080 Ti GPU Rental](https://vast.ai/pricing/gpu/RTX-2080-TI): Former flagship with 11GB memory, still capable for AI training and development work.
- [RTX 2080 Super GPU Rental](https://vast.ai/pricing/gpu/RTX-2080S): Enhanced RTX 2080 with improved performance for AI applications.
- [RTX 2080 GPU Rental](https://vast.ai/pricing/gpu/RTX-2080): Solid GPU for AI experimentation and medium-scale training projects.
- [RTX 2070 Super GPU Rental](https://vast.ai/pricing/gpu/RTX-2070S): Enhanced mid-range GPU suitable for AI development and inference.
- [RTX 2070 GPU Rental](https://vast.ai/pricing/gpu/RTX-2070): Balanced GPU ideal for AI learning and prototyping applications.
- [RTX 2060 Super GPU Rental](https://vast.ai/pricing/gpu/RTX-2060S): Entry-level RTX GPU perfect for AI experimentation and education.
- [RTX 2060 GPU Rental](https://vast.ai/pricing/gpu/RTX-2060): Budget-friendly GPU suitable for AI inference and learning.

**NVIDIA Data Center GPUs (Professional/Enterprise)**
- [H200 GPU Rental](https://vast.ai/pricing/gpu/H200): NVIDIA's latest Hopper architecture GPU with HBM3e memory for cutting-edge AI training and inference.
- [H100 SXM GPU Rental](https://vast.ai/pricing/gpu/H100-SXM): Top-tier data center GPU with 80GB HBM3 memory, ideal for large-scale AI training and research.
- [H100 PCIe GPU Rental](https://vast.ai/pricing/gpu/H100-PCIE): PCIe variant of H100 with exceptional AI performance for enterprise workloads.
- [H100 NVL GPU Rental](https://vast.ai/pricing/gpu/H100-NVL): Dual-GPU configuration with 188GB combined memory for massive AI models.
- [L40S GPU Rental](https://vast.ai/pricing/gpu/L40S): Ada Lovelace data center GPU optimized for AI inference and professional workloads.
- [L40 GPU Rental](https://vast.ai/pricing/gpu/L40): Professional GPU combining AI performance with visualization capabilities.
- [L4 GPU Rental](https://vast.ai/pricing/gpu/L4): Energy-efficient GPU ideal for AI inference and edge computing applications.

**NVIDIA Tesla Series (Legacy Data Center)**
- [Tesla V100 GPU Rental](https://vast.ai/pricing/gpu/TESLA-V100): Volta architecture GPU with 16GB HBM2, proven for AI training and research.
- [Tesla P100 GPU Rental](https://vast.ai/pricing/gpu/TESLA-P100): Pascal architecture GPU with 16GB memory, suitable for AI experimentation.
- [Tesla P40 GPU Rental](https://vast.ai/pricing/gpu/TESLA-P40): High-memory GPU with 24GB GDDR5 for large model training.
- [Tesla P6 GPU Rental](https://vast.ai/pricing/gpu/TESLA-P6): Compact GPU ideal for inference and edge AI applications.
- [Tesla P4 GPU Rental](https://vast.ai/pricing/gpu/TESLA-P4): Low-power GPU optimized for AI inference workloads.
- [Tesla T4 GPU Rental](https://vast.ai/pricing/gpu/TESLA-T4): Turing architecture GPU with Tensor Cores for AI inference and training.
- [Tesla K80 GPU Rental](https://vast.ai/pricing/gpu/TESLA-K80): Legacy dual-GPU card suitable for learning and experimentation.
- [Tesla K20C GPU Rental](https://vast.ai/pricing/gpu/TESLA-K20C): Older Kepler architecture GPU for basic AI workloads.

**NVIDIA Professional Workstation GPUs**
- [RTX 6000 Ada GPU Rental](https://vast.ai/pricing/gpu/RTX-6000ADA): Latest professional GPU with 48GB memory for high-end AI and visualization.
- [RTX 5880 Ada GPU Rental](https://vast.ai/pricing/gpu/RTX-5880ADA): Professional Ada Lovelace GPU for enterprise AI applications.
- [RTX 5000 Ada GPU Rental](https://vast.ai/pricing/gpu/RTX-5000ADA): Mid-range professional GPU with excellent AI performance.
- [RTX 4500 Ada GPU Rental](https://vast.ai/pricing/gpu/RTX-4500ADA): Compact professional GPU ideal for AI development workstations.
- [RTX 4000 Ada GPU Rental](https://vast.ai/pricing/gpu/RTX-4000ADA): Entry-level professional GPU suitable for AI experimentation.
- [RTX A6000 GPU Rental](https://vast.ai/pricing/gpu/RTX-A6000): Ampere architecture professional GPU with 48GB memory for demanding AI workloads.
- [RTX A5000 GPU Rental](https://vast.ai/pricing/gpu/RTX-A5000): Professional GPU with 24GB memory, ideal for AI development and training.
- [RTX A4500 GPU Rental](https://vast.ai/pricing/gpu/RTX-A4500): Mid-range professional GPU suitable for AI and visualization tasks.
- [RTX A4000 GPU Rental](https://vast.ai/pricing/gpu/RTX-A4000): Compact professional GPU perfect for AI development workstations.
- [RTX A2000 GPU Rental](https://vast.ai/pricing/gpu/RTX-A2000): Entry-level professional GPU ideal for AI inference and learning.

**NVIDIA Quadro Series (Legacy Professional)**
- [Quadro RTX 8000 GPU Rental](https://vast.ai/pricing/gpu/Q-RTX-8000): High-end Quadro with 48GB memory for professional AI and visualization.
- [Quadro RTX 6000 GPU Rental](https://vast.ai/pricing/gpu/Q-RTX-6000): Professional GPU with 24GB memory for demanding AI applications.
- [Quadro RTX 5000 GPU Rental](https://vast.ai/pricing/gpu/Q-RTX-5000): Mid-range Quadro ideal for AI development and professional workflows.
- [Quadro RTX 4000 GPU Rental](https://vast.ai/pricing/gpu/Q-RTX-4000): Compact Quadro suitable for AI experimentation and development.
- [Quadro GP100 GPU Rental](https://vast.ai/pricing/gpu/QUADRO-GP100): Pascal architecture professional GPU for AI and HPC workloads.
- [Quadro P6000 GPU Rental](https://vast.ai/pricing/gpu/QUADRO-P6000): High-memory professional GPU with 24GB for AI training.
- [Quadro P5000 GPU Rental](https://vast.ai/pricing/gpu/QUADRO-P5000): Professional GPU suitable for AI development and visualization.
- [Quadro P4000 GPU Rental](https://vast.ai/pricing/gpu/QUADRO-P4000): Mid-range Quadro ideal for AI experimentation.
- [Quadro P2000 GPU Rental](https://vast.ai/pricing/gpu/QUADRO-P2000): Compact professional GPU for AI inference and development.
- [Quadro K2200 GPU Rental](https://vast.ai/pricing/gpu/QUADRO-K2200): Legacy Quadro suitable for basic AI workloads.
- [Quadro K620 GPU Rental](https://vast.ai/pricing/gpu/QUADRO-K620): Entry-level legacy Quadro for AI learning and experimentation.

**NVIDIA GTX Series (Legacy Gaming)**
- [GTX Titan X GPU Rental](https://vast.ai/pricing/gpu/GTX-TITAN-X): High-end Maxwell GPU with 12GB memory for AI training.
- [GTX 1080 Ti GPU Rental](https://vast.ai/pricing/gpu/GTX-1080-TI): Popular Pascal GPU with 11GB memory, still capable for AI work.
- [GTX 1080 GPU Rental](https://vast.ai/pricing/gpu/GTX-1080): Pascal architecture GPU suitable for AI experimentation.
- [GTX 1070 GPU Rental](https://vast.ai/pricing/gpu/GTX-1070): Mid-range Pascal GPU ideal for AI learning and prototyping.
- [GTX 1660 GPU Rental](https://vast.ai/pricing/gpu/GTX-1660): Turing architecture GPU without RT cores, suitable for basic AI tasks.
- [GTX 750 Ti GPU Rental](https://vast.ai/pricing/gpu/GTX-750-TI): Legacy Maxwell GPU for basic AI inference and learning.

**NVIDIA Titan Series (Enthusiast)**
- [Titan RTX GPU Rental](https://vast.ai/pricing/gpu/TITAN-RTX): Turing architecture Titan with 24GB memory for professional AI work.
- [Titan V CEO GPU Rental](https://vast.ai/pricing/gpu/TITAN-V-CEO): Special edition Volta Titan for high-performance computing.
- [Titan V GPU Rental](https://vast.ai/pricing/gpu/TITAN-V): Volta architecture Titan with Tensor Cores for AI acceleration.
- [Titan XP GPU Rental](https://vast.ai/pricing/gpu/TITAN-XP): Pascal architecture Titan with 12GB memory for AI training.
- [Titan X GPU Rental](https://vast.ai/pricing/gpu/TITAN-X): Maxwell architecture Titan suitable for AI experimentation.

**NVIDIA Mining/Compute Cards**
- [P106-100 GPU Rental](https://vast.ai/pricing/gpu/P106-100): Pascal mining card repurposed for AI compute applications.
- [P104-100 GPU Rental](https://vast.ai/pricing/gpu/P104-100): Mining-specific Pascal GPU available for AI workloads.

**AMD GPUs (Alternative Architecture)**
- [RX 7900 XTX GPU Rental](https://vast.ai/pricing/gpu/RX-7900-XTX): AMD's flagship RDNA 3 GPU with 24GB memory for AI experimentation.
- [RX 7900 XT GPU Rental](https://vast.ai/pricing/gpu/RX-7900-XT): High-performance RDNA 3 GPU suitable for AI development.
- [RX 7900 GRE GPU Rental](https://vast.ai/pricing/gpu/RX-7900-GRE): Golden Rabbit Edition variant with enhanced specifications.
- [RX 7800 XT GPU Rental](https://vast.ai/pricing/gpu/RX-7800-XT): Mid-range RDNA 3 GPU ideal for AI experimentation.
- [RX 7700 XT GPU Rental](https://vast.ai/pricing/gpu/RX-7700-XT): Balanced RDNA 3 GPU suitable for AI learning.
- [RX 7600 GPU Rental](https://vast.ai/pricing/gpu/RX-7600): Entry-level RDNA 3 GPU for basic AI tasks.
- [RX 6950 XT GPU Rental](https://vast.ai/pricing/gpu/RX-6950-XT): Enhanced RDNA 2 GPU with improved performance.
- [RX 6900 XT GPU Rental](https://vast.ai/pricing/gpu/RX-6900-XT): High-end RDNA 2 GPU suitable for AI experimentation.
- [RX 6800 XT GPU Rental](https://vast.ai/pricing/gpu/RX-6800-XT): Mid-range RDNA 2 GPU ideal for AI development.
- [RX 6800 GPU Rental](https://vast.ai/pricing/gpu/RX-6800): Balanced RDNA 2 GPU suitable for AI learning.

**AMD Professional/Data Center GPUs**
- [Radeon Pro W7900 GPU Rental](https://vast.ai/pricing/gpu/PRO-W7900): Professional RDNA 3 GPU with 48GB memory for enterprise AI.
- [Radeon Pro W7800 GPU Rental](https://vast.ai/pricing/gpu/PRO-W7800): Professional GPU with 32GB memory for AI workloads.
- [Radeon Pro W6800 GPU Rental](https://vast.ai/pricing/gpu/PRO-W6800): RDNA 2 professional GPU suitable for AI development.
- [Radeon Pro V620 GPU Rental](https://vast.ai/pricing/gpu/PRO-V620): Data center GPU optimized for virtualization and AI.
- [Radeon VII GPU Rental](https://vast.ai/pricing/gpu/RADEON-VII): High-memory consumer GPU with 16GB HBM2.
- [Radeon Pro VII GPU Rental](https://vast.ai/pricing/gpu/RADEON-PRO-VII): Professional variant with enhanced specifications.

**AMD Instinct Series (HPC/AI)**
- [Instinct MI100 GPU Rental](https://vast.ai/pricing/gpu/INSTINCTMI100): CDNA architecture GPU designed specifically for AI and HPC workloads.
- [Instinct MI50 GPU Rental](https://vast.ai/pricing/gpu/INSTINCTMI50): Vega architecture compute GPU for AI acceleration and research.

**Documentation & Technical Resources**
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- [Vast.ai Documentation Hub](https://docs.vast.ai/): Comprehensive technical documentation covering instances, serverless, API, hosting, and platform usage with detailed guides for all user types from beginners to enterprise developers.

- [Instances Setup and Management Guide](https://docs.vast.ai/instances/): Complete guide to creating, configuring, and managing GPU instances including templates, launch modes, data management, and troubleshooting for optimal performance.

- [Templates and Docker Configuration](https://docs.vast.ai/instances/templates): Detailed documentation on using and customizing Docker templates for AI workloads, including launch modes, port configuration, and environment setup.

- [Search Interface User Guide](https://docs.vast.ai/search): Comprehensive guide to using Vast.ai's advanced search interface for finding optimal GPU configurations with filtering, machine tiers, and offer evaluation.

- [FAQ and Troubleshooting](https://docs.vast.ai/faq): Extensive FAQ covering common questions about billing, instances, SSH access, Jupyter notebooks, data movement, security, and platform usage with practical solutions.

- [Hosting Documentation](https://docs.vast.ai/hosting): Complete guide for GPU providers on joining Vast.ai's marketplace, including machine setup, pricing strategies, contracts, and earning optimization.

- [API Documentation](https://docs.vast.ai/api/overview-and-quickstart): Full REST API documentation with Python CLI tools for programmatic access to all platform features including instance management, billing, and automation.

- [CLI Command Reference](https://docs.vast.ai/api/commands): Complete command-line interface documentation for managing instances, searching offers, copying data, and automating workflows with practical examples.

- [Teams and Collaboration](https://docs.vast.ai/teams): Guide to team management features for organizations sharing GPU resources, managing billing, and coordinating AI development workflows.

- [Distributed Computing Guide](https://docs.vast.ai/distributed-computing): Documentation for setting up multi-node training, distributed workloads, and cluster computing across multiple GPU instances.

**AI Model Training & Inference Guides**
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- [Serving Online Inference with vLLM API on Vast.ai](https://vast.ai/article/serving-online-inference-with-vllm-api-on-vast): Complete guide to deploying vLLM for efficient large language model inference with OpenAI-compatible API endpoints, covering setup from single GPU to multi-GPU configurations for scalable AI applications.

- [Meta Llama 3.1 Launch: Training the World's Largest Open-Source AI](https://vast.ai/article/llama-3.1-launch): Analysis of Meta's groundbreaking Llama 3.1 405B model, the world's largest open-source AI model, with performance benchmarks, architectural insights, and deployment strategies on Vast.ai infrastructure.

- [Running Llama 4 Models on Vast.ai Infrastructure](https://vast.ai/article/llama4-on-vast): Comprehensive guide to deploying and fine-tuning the latest Llama 4 models on Vast.ai's GPU cloud, including optimization techniques and cost-effective configurations for various model sizes.

- [Serving Online Inference with TGI on Vast.ai](https://vast.ai/article/serving-online-inference-with-tgi-on-vastai): Tutorial for deploying Hugging Face's Text Generation Inference framework on Vast.ai for optimized large language model serving with automatic batching and tensor parallelism.

- [Fine-Tuning Llama 2 70B with FSDP and QLoRA on 2x RTX 4090](https://vast.ai/article/fsdp_qlora-llama-2-70b-finetune-on-2X-rtx-4090): Advanced guide to fine-tuning large language models using Fully Sharded Data Parallel and Quantized LoRA techniques on affordable consumer GPUs.

- [Transcribing Audio with Whisper and PyAnnote on Vast.ai](https://vast.ai/article/transcribing-audio): Step-by-step tutorial for deploying OpenAI's Whisper model for automatic speech recognition and audio transcription tasks using Vast.ai's GPU infrastructure.

- [Structured Outputs with vLLM and Outlines Framework](https://vast.ai/article/structured-outputs-with-vllm-and-outlines): Guide to generating structured JSON outputs from large language models using the Outlines framework with vLLM for reliable API responses and data extraction.

- [Serving Text Embeddings Inference on Vast.ai](https://vast.ai/article/serve-text-embeddings-inference): Tutorial for deploying Hugging Face's Text Embeddings Inference server for high-performance vector embeddings generation in RAG pipelines and semantic search applications.

- [Serving Rerankers on Vast.ai Using vLLM](https://vast.ai/article/serving-rerankers-on-vast-ai-using-vllm): Comprehensive guide to deploying reranking models for improving search relevance in RAG systems using vLLM's efficient serving infrastructure.

- [PyAnnote Speaker Diarization on Vast.ai](https://vast.ai/article/pyannote_diarization_vast): Complete implementation guide for speaker diarization using PyAnnote.audio framework, enabling identification of who spoke when in audio recordings.

- [Voice Activity Detection with PyAnnote on Vast.ai](https://vast.ai/article/pyrannote_vad_vast): Tutorial for implementing voice activity detection to identify speech segments in audio files using PyAnnote's state-of-the-art VAD models.

- [Serving DeepSeek Models for Code Generation](https://vast.ai/article/serving-deepseek): Detailed guide to deploying DeepSeek coding models on Vast.ai for AI-powered code generation, completion, and programming assistance applications.

- [SGLang: Efficient Language Model Serving](https://vast.ai/article/serve_sglang): Introduction to SGLang framework for high-performance language model serving with advanced batching and memory optimization for production AI applications.

- [Serving Medusa Models for Speculative Decoding](https://vast.ai/article/serving-medusa-on-vast): Guide to deploying Medusa models for speculative decoding to accelerate large language model inference through parallel token generation.

- [LMDeploy Online Inference Optimization](https://vast.ai/article/serving-online-inference-with-lmdeploy): Tutorial for using LMDeploy framework to optimize large language model inference with quantization and efficient memory management.

- [Infinity Embeddings Server Deployment](https://vast.ai/article/serving-infinity): Complete setup guide for Infinity embeddings server, providing high-performance vector embeddings for semantic search and retrieval-augmented generation.

- [vLLM Embeddings API Service](https://vast.ai/article/serve_vllm_embeddings): Implementation guide for serving embeddings models through vLLM's API interface for scalable vector generation in AI applications.

**Computer Vision & Generative AI Tutorials**
-----------------------------------

- [Getting Started with ComfyUI for AI Image Generation](https://vast.ai/article/getting-started-with-comfy-UI): Beginner's guide to deploying ComfyUI on Vast.ai for creating AI-generated images with Stable Diffusion models through an intuitive node-based interface.

- [Generating Videos with Mochi AI Model](https://vast.ai/article/generating-videos-with-mochi): Tutorial for deploying Mochi video generation models on Vast.ai to create high-quality AI-generated videos from text prompts and image inputs.

- [Stable Diffusion 3.5 Image Generation on Vast.ai](https://vast.ai/article/stable-diffusion-35): Complete guide to running the latest Stable Diffusion 3.5 models for advanced AI image generation with improved quality and prompt adherence.

- [Deep Cogito AI Vision Models on Vast.ai](https://vast.ai/article/deep_cogito_vast): Implementation guide for Deep Cogito's computer vision models for advanced image analysis, object detection, and visual AI applications.

- [Reducto and RolmOCR Document Processing](https://vast.ai/article/reducto_rolmocr_vast): Tutorial for deploying document AI pipelines using Reducto and RolmOCR for optical character recognition and document understanding tasks.

- [Hunyan Video Processing on Vast.ai](https://vast.ai/article/hunyan_video_vast): Guide to implementing Hunyan video processing models for video analysis, content understanding, and automated video editing workflows.

**GPU Hardware & Performance Guides**
-----------------------------------

- [Everything You Need to Know About the RTX 5090](https://vast.ai/article/everything-you-need-to-know-about-the-5090): Comprehensive analysis of NVIDIA's RTX 5090 GPU including specifications, AI performance benchmarks, and optimal configurations for machine learning workloads.

- [NVIDIA GeForce RTX 5090 Release Announcement](https://vast.ai/article/nvidia-geforce-rtx-5090-release-annouced): Breaking news and analysis of NVIDIA's RTX 5090 launch with performance expectations, pricing, and availability for AI practitioners.

- [RTX 5090 Leaks and Performance Rumors](https://vast.ai/article/nvidia-rtx-5090-leaks-rumors-gpu-performance): Analysis of leaked RTX 5090 specifications and rumored performance improvements for deep learning and AI inference workloads.

- [H100 vs H200: NVIDIA's Super Computing GPU Comparison](https://vast.ai/article/h100vsh200): Detailed comparison between NVIDIA's H100 and H200 data center GPUs, analyzing performance differences and cost-effectiveness for large-scale AI training.

- [H100 vs A100: Comparing Two Powerhouse GPUs](https://vast.ai/article/H100-vs-A100-Comparing-two-Powerhouse-GPUs): Comprehensive analysis of NVIDIA's flagship data center GPUs with performance benchmarks across various AI workloads and use case recommendations.

- [H100 NVL vs SXM5: NVIDIA Super Computing GPUs](https://vast.ai/article/h100-nvl-vs-sxm5-nvidia-super-computing-gpus): Technical comparison of H100 form factors, analyzing memory configurations, interconnect options, and optimal deployment scenarios.

- [NVIDIA H100 vs L40S Performance Analysis](https://vast.ai/article/nvidia-h100-vs-l40s): Detailed performance comparison between NVIDIA's H100 and L40S GPUs for different AI workloads including training, inference, and mixed precision computing.

- [L40 vs L40S GPU Comparison and More](https://vast.ai/article/l40-vs-L40S-and-more): Comprehensive guide to NVIDIA's L40 series GPUs with performance benchmarks, memory analysis, and cost-effectiveness for various AI applications.

- [RTX 4090 for Deep Learning Applications](https://vast.ai/article/rtx-4090-deep-learning): Analysis of NVIDIA RTX 4090's performance in deep learning tasks, including memory optimization and multi-GPU configurations for AI training.

- [Maximizing Value with NVIDIA A40 & RTX A6000](https://vast.ai/article/Maximizing-value-with-NVIDI-A40-&-RTX-A6000): Guide to optimizing professional GPU usage for AI workloads, comparing A40 and A6000 performance across different use cases.

- [NVIDIA RTX Pro 6000 Blackwell Architecture](https://vast.ai/article/nvidia-rtx-pro-6000-blackwell): Preview of NVIDIA's next-generation RTX Pro 6000 with Blackwell architecture and expected performance improvements for professional AI applications.

- [AMD GPU Support Announcement](https://vast.ai/article/announcing-amd-support): Introduction to AMD GPU availability on Vast.ai platform, expanding hardware options for AI practitioners seeking alternatives to NVIDIA solutions.

**Hosting and Provider Resources**
-----------------------------------

- [Host Setup Guide - Complete Provider Onboarding](https://docs.vast.ai/hosting): Comprehensive guide for GPU providers to join Vast.ai's marketplace, covering technical requirements, machine configuration, network setup, and earning optimization strategies.

- [Data Center Status Application](https://docs.vast.ai/datacenter-status): Requirements and application process for data centers seeking verified status, including certification requirements, security standards, and partnership benefits.

- [Hosting Agreement and Terms](https://cloud.vast.ai/host/agreement): Legal framework for GPU providers including service level agreements, responsibilities, billing terms, and compliance requirements for hosting on Vast.ai.

- [Host Discord Community](https://discord.gg/hsuebsq4x8): Active Discord community for GPU providers offering technical support, troubleshooting assistance, and best practices sharing for hosting optimization.

**Platform Integration & Workflow Guides**
-----------------------------------

- [Vast.ai and dstack Integration](https://vast.ai/article/vastAI-and-dstack): Guide to using dstack for orchestrating ML workflows on Vast.ai infrastructure, enabling seamless model training and deployment automation.

- [SkyPilot Cloud Orchestration with Vast.ai](https://vast.ai/article/skypilot): Tutorial for using SkyPilot to manage multi-cloud AI workloads, including Vast.ai integration for cost-optimized GPU resource allocation.

- [Templates for Linux Docker Instances](https://vast.ai/article/Templates-Linux-Docker-Instances): Comprehensive guide to using Vast.ai's pre-configured Docker templates for rapid deployment of AI frameworks and development environments.

- [Virtual Machine Release and Configuration](https://vast.ai/article/VM-release): Introduction to Vast.ai's virtual machine offering, providing full OS control and flexibility for custom AI infrastructure requirements.

- [Docker Container Deployment Best Practices](https://vast.ai/article/cloud-gpu-deep-learning): Guide to containerizing AI applications for deployment on Vast.ai's cloud infrastructure with optimization tips for GPU utilization.

**AI Industry Analysis & Research**
-----------------------------------

- [Why Renting GPUs Works for AI Development](https://vast.ai/article/why-renting-gpu-works): Economic analysis of GPU rental vs purchase decisions for AI teams, covering cost benefits, scalability, and resource optimization strategies.

- [GPU as a Service: Solving AI's Compute Crisis](https://vast.ai/article/gpu-as-a-service-the-scalable-solution-to-ais-compute-crisis): Analysis of how GPU-as-a-Service models address the growing demand for AI compute resources and enable democratized access to high-performance hardware.

- [High-Performance Deep Learning with Cloud GPUs](https://vast.ai/article/high-performance-deep-learning-with-cloud-gpus): Best practices for optimizing deep learning workflows on cloud GPU infrastructure, including performance tuning and cost optimization strategies.

- [Understanding GPU Rental Types and Options](https://vast.ai/article/rental-types): Comprehensive explanation of different GPU rental models including on-demand, interruptible, and reserved instances with use case recommendations.

- [Reserved Instance Discounts and Optimization](https://vast.ai/article/reserved-instance-discounts): Guide to maximizing cost savings through reserved GPU instances for long-term AI projects and sustained training workloads.

- [GANs vs LLMs: What You Need to Know](https://vast.ai/article/gans-vs-llms-what-you-need-to-know): Technical comparison between Generative Adversarial Networks and Large Language Models, analyzing use cases, advantages, and implementation considerations.

- [Large Language Models Overview and Applications](https://vast.ai/article/large-language-models): Comprehensive introduction to LLMs, their architecture, training requirements, and practical applications across industries.

- [PyTorch vs TensorFlow Framework Comparison](https://vast.ai/article/pytorch-vs-tensorflow): Detailed analysis of the two leading machine learning frameworks, comparing performance, ease of use, and ecosystem support for AI development.

**Security & Compliance Resources**
-----------------------------------

- [SOC 2 Type 1 Certification Achievement](https://vast.ai/article/soc_2_type_1_cert): Announcement of Vast.ai's SOC 2 Type 1 certification, demonstrating commitment to enterprise-grade security and compliance standards.

- [Security and Compliance at Vast.ai](https://vast.ai/article/security-and-compliance-at-vast-ai): Comprehensive overview of Vast.ai's security framework, compliance certifications, and data protection measures for enterprise customers.

- [Navigating Data Center Compliance](https://vast.ai/article/Navigating-Data-Center-Compliance): Guide to understanding compliance requirements for AI workloads including GDPR, HIPAA, and industry-specific regulations.

- [Confidential Computing on GPU Infrastructure](https://vast.ai/article/confidential-computing): Introduction to confidential computing capabilities for protecting sensitive AI workloads and data in cloud environments.

**Company News & Product Updates**
-----------------------------------

- [Vast.ai 2024 Year-End Highlights Roundup](https://vast.ai/article/vast-ai-highlights-2024-round-up): Summary of major platform improvements, new features, and community milestones achieved throughout 2024.

- [February 2025 Product Update](https://vast.ai/article/february-2025-product-update): Latest platform enhancements including new GPU availability, pricing optimizations, and feature additions for improved user experience.

- [January 2025 Product Update](https://vast.ai/article/vast-blog-january-product-update-2025): Recent platform updates covering new data center partnerships, expanded GPU inventory, and enhanced monitoring capabilities.

- [December 2024 Product Update](https://vast.ai/article/december-2024-product-update): Year-end platform improvements including performance optimizations, new GPU models, and expanded global availability.

- [November 2024 Product Update](https://vast.ai/article/november-2024-product-update): Monthly platform enhancements covering new features, pricing updates, and infrastructure improvements.

- [Next Epoch 2024: Bringing ML to the Next Generation](https://vast.ai/article/next-epoch2024-bringing-machine-learning-to-the-next-generation-of-scientists): Coverage of Vast.ai's participation in Next Epoch 2024 conference, promoting AI education and accessibility for emerging scientists.

**Specialized AI Applications**
-----------------------------------

- [Google Colab Alternative: Enhanced GPU Access](https://vast.ai/article/google-collab-explained): Comparison of Vast.ai's GPU offerings versus Google Colab, highlighting advantages for intensive AI development and research workflows.

- [AI-Based Writing and Content Generation](https://vast.ai/article/ai-based-writing): Guide to deploying AI writing models on Vast.ai for content generation, copywriting, and automated text creation applications.

- [AI-Generated Podcast Creation with Llama](https://vast.ai/article/ai-generated-podcast-llama-post): Tutorial for creating AI-generated podcasts using large language models, covering voice synthesis and content automation.

- [Latest AI Model Releases and Deployments](https://vast.ai/article/latest-ai-releases): Regular updates on newly released AI models available for deployment on Vast.ai infrastructure with setup guides and performance benchmarks.

- [High-Performance GPUs for AI Applications](https://vast.ai/article/high-performance-gpus-for-ai): Comprehensive guide to selecting optimal GPU configurations for different AI workloads including training, inference, and development environments.

**Community and Support Resources**
-----------------------------------

- [Vast.ai Discord Community](https://discord.gg/hsuebsq4x8): Active Discord server with dedicated channels for users, hosts, technical support, and community discussions about AI workloads and platform optimization.

- [Live Chat Support 24/7](https://go.crisp.chat/chat/embed/?website_id=734d7b1a-86fc-470d-b60a-f6d4840573ae): 24/7 live chat support for immediate assistance with technical issues, billing questions, and platform usage guidance.

- [Referral Program Documentation](https://docs.vast.ai/referral-program): Information about Vast.ai's referral program for earning credits by sharing templates and referring new users to the platform.