Apache Spark Deep Learning Essential Training

Learn how to do deep learning with images on Apache Spark, using the Databricks deep learning library and Python.

Introduction

• Apache Spark
• What you should know before watching this course
• Setting up a Databricks account

1. Introduction to Apache Spark

• Apache Spark ecosystem
• The origins of Spark and Databricks

2. Deep Learning

• What is deep learning?
• Using deep learning in Spark
• Deep learning libraries

3. Working with Images in Spark

• Setting up a Databricks environment
• Working with images

4. Pretrained Models and Transfer Learning

• Using pretrained models
• What is transfer learning?
• Transfer learning in action
• Testing your new model

5. Using Models as SQL Functions

• Deploying models as SQL functions

Conclusion

• Future project ideas