Hands-on introduction to LSTMs in Keras/TensorFlow

Abstract: This is a very hands on introduction to LSTMs in Keras and TensorFlow. We will build a language classifier, generator and a translating sequence to sequence model. We will talk about debugging models and explore various related architectures like GRUs, Bidirectional LSTMs, etc. to see how well they work.

Bio: Lukas Biewald is the founder of Weights & Biases and also the founder and Chief Data Scientist of CrowdFlower. Founded in 2009, CrowdFlower is a data enrichment platform that taps into an on-demand to workforce to help companies collect training data and do human-in-the-loop machine learning.

Following his graduation from Stanford University with a B.S. in Mathematics and an M.S. in Computer Science, Lukas led the Search Relevance Team for Yahoo! Japan. He then worked as a senior data scientist at Powerset, acquired by Microsoft in 2008. Lukas was featured in Inc Magazine’s 30 Under 30 list.

Lukas is also an expert level Go player.