Resource Library
Below you can find all of the different resources in the Guide: practice problems, former Google interview questions, online courses, videos, and more.
A brief history of deep learning
Explore how deep learning progressed from the perceptron to neural networks. Along the way, you’ll learn about great thinkers in the field and get helpful references to academic sources. (External blog)
ESTIMATED TIME: 1-2 HOURSUnderstanding long short-term memory (LSTM) networks
Increase your understanding of Long Short-Term Memory (LSTM) networks by reading this post by Chris Olah. The clear writing and visualizations help explain recent advances in concepts such as natural language processing. (External blog)
ESTIMATED TIME: 30-60 MINSThe unreasonable effectiveness of recurrent neural networks
Witness the power of a Recurrent Neural Network (RNN)! Follow along with Karpathy, head of AI at Tesla, as he demonstrates how LSTMs can be used to generate writing similar to human speech. (External blog)
ESTIMATED TIME: OVER 2 HOURS