**Generalization in Neural Networks** - Nov 18, 2019.

When training a neural network in deep learning, its performance on processing new data is key. Improving the model's ability to generalize relies on preventing overfitting using these important methods.

Tags: Complexity, Deep Learning, Dropout, Neural Networks, Overfitting, Regularization, Training Data

**Designing Your Neural Networks** - Nov 4, 2019.

Check out this step-by-step walk through of some of the more confusing aspects of neural nets to guide you to making smart decisions about your neural network architecture.

Tags: Beginners, Classification, Dropout, Gradient Descent, Neural Networks, Regression

**KDnuggets™ News 18:n34, Sep 12: Essential Math for Data Science; 100 Days of Machine Learning Code; Drop Dropout** - Sep 12, 2018.

Also: Neural Networks and Deep Learning: A Textbook; Don't Use Dropout in Convolutional Networks; Ultimate Guide to Getting Started with TensorFlow.

Tags: Deep Learning, Dropout, Machine Learning, Mathematics, Textbook

**Ultimate Guide to Getting Started with TensorFlow** - Sep 6, 2018.

Including video and written tutorials, beginner code examples, useful tricks, helpful communities, books, jobs and more - this is the ultimate guide to getting started with TensorFlow.

Tags: Deep Learning, Dropout, Python, TensorFlow

**Don’t Use Dropout in Convolutional Networks** - Sep 5, 2018.

If you are wondering how to implement dropout, here is your answer - including an explanation on when to use dropout, an implementation example with Keras, batch normalization, and more.

Tags: Convolutional Neural Networks, Dropout, Keras

**Deep Learning Tips and Tricks** - Jul 4, 2018.

This post is a distilled collection of conversations, messages, and debates on how to optimize deep models. If you have tricks you’ve found impactful, please share them in the comments below!

Tags: Deep Learning, Dropout, Hyperparameter, Neural Networks, Optimization, Tips

**Complete Guide to Build ConvNet HTTP-Based Application using TensorFlow and Flask RESTful Python API** - May 15, 2018.

In this tutorial, a CNN is to be built, and trained and tested against the CIFAR10 dataset. To make the model remotely accessible, a Flask Web application is created using Python to receive an uploaded image and return its classification label using HTTP.

**Pages:** 1 2

Tags: API, Convolutional Neural Networks, Dropout, Flask, Neural Networks, Python, RESTful API, TensorFlow

**A “Weird” Introduction to Deep Learning** - Mar 30, 2018.

There are amazing introductions, courses and blog posts on Deep Learning. But this is a different kind of introduction.

**Pages:** 1 2

Tags: Deep Learning, Dropout, Neural Networks, Representation, Tensor, TensorFlow

**The 10 Deep Learning Methods AI Practitioners Need to Apply** - Dec 13, 2017.

Deep learning emerged from that decade’s explosive computational growth as a serious contender in the field, winning many important machine learning competitions. The interest has not cooled as of 2017; today, we see deep learning mentioned in every corner of machine learning.

**Pages:** 1 2

Tags: Backpropagation, Convolutional Neural Networks, Deep Learning, Dropout, Gradient Descent, LSTM, Neural Networks, Transfer Learning