Why is model understanding crucial for achieving business goals when using TensorFlow Extended (TFX)?
Sunday, 06 August 2023 by EITCA Academy
Model understanding is a important aspect when using TensorFlow Extended (TFX) to achieve business goals. TFX is an end-to-end platform for deploying production-ready machine learning models, and it provides a set of tools and libraries that facilitate the development and deployment of machine learning pipelines. However, simply deploying a model without a deep understanding of
- Published in Artificial Intelligence, EITC/AI/TFF TensorFlow Fundamentals, TensorFlow Extended (TFX), Model understanding and business reality, Examination review
Tagged under: Artificial Intelligence, Biases, Machine Learning Pipelines, Model Understanding, TensorFlow Extended, TFX
How can activation grids help us understand the propagation of activations through different layers of a convolutional neural network?
Wednesday, 02 August 2023 by EITCA Academy
Activation grids play a important role in understanding the propagation of activations through different layers of a convolutional neural network (CNN). They provide valuable insights into how information is transformed and processed within the network, shedding light on the inner workings of the model and aiding in the interpretation of its predictions. In a CNN,