Ezaan Aminezaan.hashnode.dev·Oct 30, 2024A Brief Guide to Neural Networks: From Structure to Activation FunctionsNeural networks are essential for many modern AI applications, from image recognition to natural language processing. Two fundamental processes that enable these networks to learn from data are Forward Propagation and Backpropagation. Let’s explore t...AI
Saurabh Naiksaurabhz.hashnode.dev·Jan 10, 2024Dynamics of Deep Learning: A Journey through Forward and Backward PropagationIntroduction: In the intricate tapestry of deep learning, two essential processes govern the evolution of neural networks—Forward Propagation and Backward Propagation. These mechanisms, akin to the synapses firing in our brain, orchestrate the learni...Deep LearningData Science
Naveen Kumarnaveenkumar-nk.hashnode.dev·Jun 9, 2023Mastering the Mechanics: Manual Calculations of Forward and Backward Propagation in Neural NetworksINTRODUCTION Unlocking the intricacies of neural networks, we delve into the manual calculations of forward and backward propagation. By dissecting the derived equations, we gain insight into how information flows and parameters are optimized. Join u...43 readsneural networks
Naveen Kumarnaveenkumar-nk.hashnode.dev·Jun 6, 2023Unleashing the Magic of CNN: An In-depth Exploration of Convolutional Neural NetworksINTRODUCTION In the realm of deep learning, Convolutional Neural Networks (CNN) have emerged as a game-changer, revolutionizing the field of computer vision and image analysis. With their ability to extract meaningful features from visual data, CNNs ...68 readsDeep Learning