Graphics Processing Unit (GPU) – Working, CPU vs GPU and Role in AI for UPSC GS3

Graphics Processing Unit (GPU)

A high-performance processor designed to handle many calculations simultaneously (images, videos, AI, 3D graphics).

Why it exists

Originally built for video games → now core to AI, ML, scientific computing, data centres.

CPU vs GPU

• CPU → Few complex tasks (sequential)
• GPU → Thousands of small tasks (parallel computing)
→ Ideal for AI & graphics

How it works

• Breaks big tasks into thousands of tiny tasks
• Many cores process simultaneously
• Enables fast neural network training & rendering

Why GPUs matter today

• AI needs massive data processing
• Efficient for matrix/tensor operations
• Essential for modern AI infrastructure (Nvidia dominance)

Graphics Processing Unit (GPU)
Graphics Processing Unit (GPU)
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Graphics Processing Unit (GPU) – Working, CPU vs GPU and Role in AI for UPSC GS3

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