What is ASGI? ASGI, which stands for Asynchronous Server Gateway Interface, is a specification between web servers and Python web applications or frameworks. It acts as an evolution of WSGI (Web Server Gateway Interface) and is designed to support asynchronous features like WebSockets and HTTP/2. This asynchronous nature allows for improved performance and concurrency. ASGI … Read more
What is a Feature Store? At its core, a feature store is a systematized repository specifically tailored for machine learning (ML) features. Features, which are derived or raw data attributes, play a crucial role in the ML model training process. A feature store centralizes the management, storage, and retrieval of these features, ensuring they’re consistently … Read more
Introduction to FastAPI for ML FastAPI is a modern, high-performance web framework written in Python. Its compatibility with Python’s type hints, asynchronous operations, and built-in validation makes it a popular choice for serving machine learning (ML) models. Why Choose FastAPI for ML Serving? FastAPI provides a rapid development environment, ensuring: Key Optimization Techniques Asynchronous Endpoints … Read more
