Skip to main content

Storage for AI & Deep Learning

Fast storage is critical for AI workloads. PCIe 5.0 NVMe SSDs deliver up to 12,400 MB/s read speeds, dramatically reducing data loading times and training iteration cycles. Whether you're working with large datasets, checkpoints, or need high-capacity enterprise storage, the right SSD configuration can eliminate I/O bottlenecks.

Understanding Storage for AI Workloads

Why Storage Speed Matters

  • Faster data loading reduces training time per epoch
  • Quick checkpoint saves/loads during long training runs
  • Efficient dataset preprocessing and augmentation pipelines
  • PCIe 5.0 delivers up to 2x faster speeds than PCIe 4.0

Capacity Recommendations

  • 1-2TB: Personal projects, small datasets
  • 4TB: Research workstations, medium datasets
  • 8TB+: Enterprise, large-scale training
  • 16TB Arrays: Data centers, multi-GPU systems

Consumer NVMe SSDs

Best for Personal & Research Use

Consumer SSDs offer excellent value for AI workloads. PCIe 5.0 drives deliver 12,000+ MB/s speeds for fast dataset loading and checkpoint saves.

PCIe 4.0 vs PCIe 5.0 - Which Should You Buy?

PCIe 4.0 SSDs are still very fast and offer better price-to-performance ratios. They're ideal for most AI workloads where storage isn't the bottleneck.

PCIe 5.0 SSDs provide maximum speed (up to 14,600 MB/s) for demanding applications. Buy these if price isn't a concern and you want the absolute fastest storage available.

Selecting Your Capacity

Product links may direct you to the 1TB base model. Use Amazon's capacity selector to choose the size that matches your needs (1TB, 2TB, 4TB, etc.) or check the Systems page for capacity recommendations based on your workload.

Samsung 990 EVO Plus

1TB - 4TB Capacity
7,250 MB/s Read
PCIe 4.0 x4 Interface

High-performance PCIe 4.0 SSD offering excellent value and speed for AI workloads

$80 - $350
Buy Now

Samsung 990 PRO Heatsink

1TB - 4TB Capacity
14,600 MB/s Read
PCIe 5.0 x4 Interface

Premium PCIe 5.0 SSD with integrated heatsink for maximum performance in demanding AI applications

$150 - $550
Buy Now

WD_Black SN8100

1TB - 4TB Capacity
12,500 MB/s Read
PCIe 5.0 x4 Interface

High-speed PCIe 5.0 SSD from Western Digital designed for gaming and professional content creation

$140 - $500
Buy Now

Crucial P510 SSD

1TB - 2TB Capacity
11,000 MB/s Read
PCIe 5.0 x4 Interface

Reliable PCIe 5.0 SSD from Crucial with excellent performance-to-price ratio for AI datasets

$130 - $320
Buy Now

Enterprise & High-Capacity Storage

For Production & Large-Scale Datasets

Enterprise storage solutions offer massive capacity (4TB-8TB) with high endurance for data centers and multi-GPU training systems.

Selecting Your Capacity

Product links show the base capacity (typically 4TB or 8TB). On Amazon, you can select different capacities using the dropdown selector. Choose based on your dataset size and requirements outlined in the Systems page recommendations.

Samsung 990 EVO Plus 4TB

4TB Capacity
7,250 MB/s Read
PCIe 4.0 x4 Interface

High-capacity PCIe 4.0 SSD offering excellent value for large AI datasets

$320 - $380
Buy Now

WD_Black SN8100 4TB

4TB Capacity
12,500 MB/s Read
PCIe 5.0 x4 Interface

High-capacity PCIe 5.0 SSD for professional workloads requiring maximum speed

$480 - $550
Buy Now

Samsung 990 PRO Heatsink 4TB

4TB Capacity
14,600 MB/s Read
PCIe 5.0 x4 Interface

Premium 4TB PCIe 5.0 SSD with integrated heatsink for enterprise AI workloads

$520 - $600
Buy Now

Samsung 990 PRO Heatsink 8TB

8TB Capacity
14,600 MB/s Read
PCIe 5.0 x4 Interface

Ultra high-capacity 8TB PCIe 5.0 SSD for enterprise AI data centers and massive datasets

$1,000 - $1,200
Buy Now