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How to train computer vision model with DeepSpeed

Step-by-step guide: how to train computer vision model using DeepSpeed.

This guide shows you how to train computer vision model using DeepSpeed. Harch Corp provides GPU cloud infrastructure optimized for DeepSpeed with H100/H200 GPUs, 400G InfiniBand, and 47 gCO2/kWh carbon intensity.

1

Prerequisites: Set up your DeepSpeed environment on Harch Corp GPU cloud.

2

Configuration: Configure DeepSpeed for train computer vision model.

3

Execution: Run your train computer vision model workload. Monitor GPU utilization.

4

Optimization: Optimize for performance and cost.

5

Monitoring: Set up monitoring with Prometheus and Grafana.

6

Scaling: Scale to multiple GPUs with distributed training.

7

Deployment: Deploy your model to production.

8

Cost optimization: Use spot instances and auto-scaling.

Try on Harch Corp

Deploy DeepSpeed on our carbon-aware GPU cloud.