Why too long neural network training leads to overfitting and what are the countermeasures that can be taken?
Tuesday, 22 August 2023
by EITCA Academy
Training Neural Network (NN), and specifically also a Convolutional Neural Network (CNN) for an extended period of time will indeed lead to a phenomenon known as overfitting. Overfitting occurs when a model learns not only the underlying patterns in the training data but also the noise and outliers. This results in a model that performs
What are some possible avenues to explore for improving a model's accuracy in TensorFlow?
Saturday, 05 August 2023
by EITCA Academy
Improving a model's accuracy in TensorFlow can be a complex task that requires careful consideration of various factors. In this answer, we will explore some possible avenues to enhance the accuracy of a model in TensorFlow, focusing on high-level APIs and techniques for building and refining models. 1. Data preprocessing: One of the fundamental steps