In today’s blog post we will investigate a practical use case of applying deep learning to hydroponics, a type of method used to grow plants without soil using mineral-rich nutrient solutions in a water solvent. Specifically, you will learn how to train a Convolutional Neural Network (CNN) using Keras to automatically classify root health without […]
Tag Archives | image classification
Keras vs. TensorFlow – Which one is better and which one should I learn?
Should I be using Keras vs. TensorFlow for my project? Is TensorFlow or Keras better? Should I invest my time studying TensorFlow? Or Keras? The above are all examples of questions I hear echoed throughout my inbox, social media, and even in-person conversations with deep learning researchers, practitioners, and engineers. I even receive questions related […]
How to plot accuracy and loss with mxnet
When it comes to high-performance deep learning on multiple GPUs (and not to mention, multiple machines) I tend to use the mxnet library. Part of the Apache Incubator, mxnet is a flexible, efficient, and scalable library for deep learning (Amazon even uses it in their own in-house deep learning). Inside the ImageNet Bundle of my […]
Image classification with Keras and deep learning
The Christmas season holds a special place in my heart. Not because I’m particularly religious or spiritual. Not because I enjoy cold weather. And certainly not because I relish the taste of eggnog (the consistency alone makes my stomach turn). Instead, Christmas means a lot to me because of my dad. As I mentioned in […]