Deep Learning Cheat Sheet

Posted : admin On 1/2/2022

Cheat sheets for machine learning are plentiful. Quality, concise technical cheat sheets, on the other hand... not so much. A good set of resources covering theoretical machine learning concepts would be invaluable.

  1. Hawkes Learning Cheat Sheet
  2. Deep Learning Cheat Sheet
  3. Deep Learning Cheat Sheet Medium

Hawkes Learning Cheat Sheet

Shervine Amidi, graduate student at Stanford, and Afshine Amidi, of MIT and Uber, have created just such a set of resources. The VIP cheat sheets, as Shervine and Afshine have dubbed them (Github repo with PDFs available here), are structured around covering key top-level topics in Stanford's CS 229 Machine Learning course, including:

Cheat
  • Notation and general concepts
  • Linear models
  • Classification
  • Clustering
  • Neural networks
  • ... and much more

The 2-page cheat sheet gives you a quick overview of the Keras pipeline for deep learning. It shows you how to work with models (e.g. Definition, training, prediction, fitting, and evaluation). Furthermore, it gives you a visual overview of how to access the diverse layers in the neural network. Shervine Amidi, graduate student at Stanford, and Afshine Amidi, of MIT and Uber - creators of a recent set of machine leanring cheat sheets - have just published a new set of deep learning cheat sheets. These 'VIP cheat sheets' are based on the materials from Stanford's CS 230 (Github repo with PDFs available here), and include topics such as. Deep Learning Cheat Sheet Tips & Tricks - GlobalSQA Deep Learning is a part of Machine Learning. Deep Learning Algorithms are inspired by brain function. Although, it’s a subset but below image represents the difference between Machine Learning and Deep Learning. Transfer learning Training a deep learning model requires a lot of data and more importantly a lot of time. It is often useful to take advantage of pre-trained weights on huge datasets that took days/weeks to train, and leverage it towards our use case. Depending on how much data we have at hand, here are the different ways to leverage this.

Links to individual cheat sheets are below:

You can visit Shervine's CS 229 resource page or the Github repo for more information, or can download the cheat sheets from the direct download links above.

You can also find all of the sheets bundled together into a single 'super VIP cheat sheet.'

Deep Learning Cheat Sheet

Thanks to Shervine and Afshine for putting these fantastic resources together.

Deep Learning Cheat Sheet Medium


Related: