Weight Initialization in Deep Learning Neural Networks

Thank you for sharing these valuable study notes and reference materials! Indeed, the way weights are initialized in deep learning has a significant impact on the model's performance. Using appropriate methods can ensure that all neurons in the network work effectively in the early stages of training. If you have any specific questions or need further explanation on a step, concept, or method—such as how to adjust hyperparameters or understand the specific process of backpropagation—please feel free to let me know. I will do my best to help you better understand and master this knowledge. Additionally, if you wish to explore more knowledge points in deep learning, here are some extended reading suggestions: