Collaborative Intelligence: The Power of Federated Learning
Unlocking the Power of Data: A Deep Dive into Federated Learning In today's data-driven world, access to massive datasets is crucial for training powerful artificial intelligence (AI) models. However, collecting and centralizing this data raises significant privacy concerns. This is where federated learning (FL) emerges as a revolutionary solution. What is Federated Learning? Federated learning is a decentralized machine learning approach that trains AI models on distributed datasets without ever needing to share the raw data itself. Imagine multiple devices, each holding a piece of the puzzle, collaborating to build a complete picture without revealing their individual pieces. How Does it Work? Model Distribution: A central server distributes a base model to participating devices (e.g., smartphones, IoT sensors). Local Training:...