Understanding the Bottlenecks: Python's GIL and the Limitations of Current ML Infrastructure

The Hidden Roadblock in Python's Core At the heart of Python's architecture lies a mechanism that most developers rarely think about until it becomes a performance bottleneck: the Global Interpreter Lock (GIL). This seemingly innocuous component has profound implications for machine learning worklo...