| Title | A Workshop on Machine Learning using Google Cloud Platform |
| Date | February 1 and 8, 2019 |
| Presenter | Ekaba Bisong Google Developer Expert in Machine Learning Google Certified Professional Data Engineer |
| Website | https://ekababisong.org/ieee-ompi-workshop/ |
The goal of this workshop is to survey the field of machine learning and deep learning. It includes the steps for architecting and deploying a large-scale learning pipeline on Google Cloud Platform.
The workshop content is arranged in the following order:
- An Introduction to Google Cloud Platform (GCP)
- Steps to set-up an account on GCP
- Working with Google Cloud Datalab
- Using Google Colaboratory
- An Overview of Machine Learning
- Linear Regression
- Logistic Regression
- Introducting Deep Learning
- Large Scale Data transformation with Google Cloud Dataflow
- Training and Inference at scale with Google Cloud Machine Learning Engine
The contents of this workshop are excepts from the book Building Machine Learning and Deep Learning Models on Google Cloud Platform: A Comprehensive Guide for Beginners published by Apress (Springer Nature). To be released July 2019.
