TensorFlow for Machine Learning with Google Cloud Platform

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University of Central Florida Research Park Incubator

3259 Progress Drive Orlando, FL 32826

Orlando, FL 32826

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Out of 133 million new jobs to be created by 2022, the top ones will be in the areas of machine learning, artificial intelligence, and data science. Employees in these roles can command an annual salary of over $125,000.

This full-day workshop will advance your existing skills in programming, SQL, and Linux and get you started on a portfolio machine learning project you can use in discussions with employers about job opportunities in these high demand careers.


Workshop Objectives: Learn how to:

  • Identify business use cases for machine learning

  • Build a machine learning model using TensorFlow, Python, and SQL

  • Scale and deploy machine learning models using Google Cloud MLE

  • Productionize trained machine learning models as web services


Description: Your instructor, Carl Osipov, walks you through building a complete machine learning pipeline from ingest, exploration, training, and evaluation to deployment and prediction. This workshop will be conducted on the Google Cloud Platform (GCP) and will use GCP’s infrastructure to run TensorFlow. The topics include: 1) Data pipelines and data processing: How to explore and split large datasets correctly using SQL and Python Pandas on BigQuery 2) Model building: How to develop a wide-and-deep machine learning model in TensorFlow on a small sample locally (using preprocessing operations so that the same preprocessing can be applied in streaming mode as well and Cloud Dataflow and Cloud ML Engine for preprocessing and training of the model 3) Model inference and deployment: How to deploy the trained model as a REST microservice with predictions invoked from a web application


Materials you will need in advance: The workshop will be conducted on Google Cloud Platform (GCP) and will use GCP's infrastructure to run TensorFlow. All you will need is a reasonably powerful laptop running an up-to-date browser (preferably Chrome). Make sure that the laptop is well charged in advance!


Skills Prerequisites: You must have beginner level experience with programming using Python and SQL. You should also be comfortable with common Linux/UNIX shell commands. Prior machine learning or Google Cloud experience is helpful but is not required for this workshop.

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University of Central Florida Research Park Incubator

3259 Progress Drive Orlando, FL 32826

Orlando, FL 32826

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