#nn #dl #keras #model_learning #modeling #demystifying #guide

https://www.pyimagesearch.com/2019/07/22/keras-learning-rate-schedules-and-decay/

https://www.pyimagesearch.com/2019/07/29/cyclical-learning-rates-with-keras-and-deep-learning/

https://www.pyimagesearch.com/2019/08/05/keras-learning-rate-finder/

https://www.pyimagesearch.com/2019/07/22/keras-learning-rate-schedules-and-decay/

https://www.pyimagesearch.com/2019/07/29/cyclical-learning-rates-with-keras-and-deep-learning/

https://www.pyimagesearch.com/2019/08/05/keras-learning-rate-finder/

PyImageSearch

Keras learning rate schedules and decay - PyImageSearch

In this tutorial, you will learn about learning rate schedules and decay using Keras. You’ll learn how to use Keras’ standard learning rate decay along with step-based, linear, and polynomial learning rate schedules.

#ds #ml #metrics #demystifying

https://www.analyticsvidhya.com/blog/2019/08/11-important-model-evaluation-error-metrics/

https://www.analyticsvidhya.com/blog/2019/08/11-important-model-evaluation-error-metrics/

Analytics Vidhya

11 Important Model Evaluation Error Metrics Everyone should know

Learn different model evaluation metrics like cross validation, confusion matrix, AUC-ROC, RMSE, Gini coeffcients and more for machine learning.

#ml #nn #dl #gan #tutorial #guide

https://machinelearningmastery.com/how-to-train-a-progressive-growing-gan-in-keras-for-synthesizing-faces/

https://machinelearningmastery.com/how-to-train-a-progressive-growing-gan-in-keras-for-synthesizing-faces/

Machine Learning Mastery

How to Train a Progressive Growing GAN in Keras for Synthesizing Faces

Generative adversarial networks, or GANs, are effective at generating high-quality synthetic images. A limitation of GANs is that the are only capable of generating relatively small images, such as 64×64 pixels. The Progressive Growing GAN is an extension…

#ml #nn #dl #nlp #classification #rnn #lstm #gru #cnn #guide

https://medium.com/datadriveninvestor/deep-learning-techniques-for-text-classification-9392ca9492c7

https://medium.com/datadriveninvestor/deep-learning-techniques-for-text-classification-9392ca9492c7

Medium

Deep Learning Techniques for Text Classification

The exponential growth in the number of complex datasets every year requires more enhancement in machine learning methods to provide robust…

#nn #dl #loss #guide

https://www.analyticsvidhya.com/blog/2019/08/detailed-guide-7-loss-functions-machine-learning-python-code/

https://www.analyticsvidhya.com/blog/2019/08/detailed-guide-7-loss-functions-machine-learning-python-code/

Analytics Vidhya

What are Loss Functions in Machine Learning and How do they Work?

Loss functions are used to understand and improve machine learning algorithms. Learn what loss functions are and how they work using Python code.