Definition
A GPU is a high-performance processor originally developed for handling graphics rendering tasks. Unlike CPUs, which have few cores optimized for sequential serial processing, GPUs contain thousands of smaller, efficient cores designed for massive parallelism. This architecture makes them ideal for the matrix multiplications and tensor operations fundamental to deep learning, significantly accelerating training and inference times for AI models compared to traditional central processing units.
Summary
A specialized electronic circuit initially designed for rapid image manipulation and rendering, now widely used for parallel computing in AI.
Key Concepts
- Parallel Processing
- CUDA Cores
- Matrix Multiplication
- Hardware Acceleration
Use Cases
- Training large neural networks
- Real-time computer vision inference
- Rendering 3D graphics in simulations