What is an AI compiler?

AI Compilers are specialized software tools designed to optimize and convert machine learning models or AI code into efficient formats for deployment on various hardware platforms. They help bridge the gap between AI frameworks (like TensorFlow or PyTorch) and hardware accelerators (such as GPUs, TPUs, or custom chips). By automating tasks such as graph optimization, quantization, and parallelization, AI Compilers improve the performance and efficiency of AI models in production environments. Their use is critical for deploying AI applications at scale, especially in resource-constrained or latency-sensitive scenarios.