Google Cloud Machine Learning with TensorFlow

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Description

  • Type

    Course

  • Methodology

    Online

  • Start date

    Different dates available

Train and predict your models using the Google Cloud ML EngineTensorFlow has become the first choice for deep learning tasks because of the way it facilitates building powerful and sophisticated neural networks. The Google Cloud Platform is a great place to run TF models at scale, and perform distributed training and prediction.This course shows you how to use Google Cloud to train TensorFlow models and use them to predict results for multiple users. You will learn to efficiently train neural networks using large datasets and to serve your training models.With this video course, you will use the power of Google's Cloud Platform to train deep neural networks faster. This course supplies various examples of training in Google Cloud AI Platform. You will also learn to run predictions for your model using the cloud. You will explore topics such as cloud infrastructures, distributed training, serverless technologies, model serving, and more.By the end of the course, you will be expert at training and serving neural models, and beyond.The code files and related files are placed on GitHub at About the AuthorTobias Zwingmann is Senior Data Scientist at Deutsche Messe AG and possesses a high entrepreneurial bias. In his work, he utilizes small and big data to create value—for example, by turning analytical insights into better customer experience and higher customer engagement. He also supports the development of new data-driven businesses and prototypes new data products for his organization. He likes to learn from and meet open-minded people.

Facilities

Location

Start date

Online

Start date

Different dates availableEnrolment now open

About this course

Get access to powerful computers with GPUs organized in clusters to optimize your performance
Train bigger models faster using the Google Cloud infrastructure
Explore machine types and learn how to configure clusters to solve problems
Train deep learning models using the Google Cloud AI Platform
Run classical machine learning algorithms with TensorFlow
Run your trained models to get predictions using the AI Platform API

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This centre's achievements

2021

All courses are up to date

The average rating is higher than 3.7

More than 50 reviews in the last 12 months

This centre has featured on Emagister for 6 years

Subjects

  • Network Training
  • Project
  • Workflow
  • Network
  • Networks
  • Computing
  • Credit

Course programme

A Quick Start with Google Cloud Platform 7 lectures 44:35 The Course Overview This video provides an overview of the entire course Introduction to the Google Cloud Platform Set the scene for the evolution of cloud computing and features of Google Cloud Platform. Introduce important GCP concepts that can leverage ML.
  • Explain the evolution of cloud computing
  • Understand why Google Cloud Platform is so powerful
  • Introduce some important key technologies on GCP
Getting a GCP Account How can we create a GCP account and some free trial credit to work with?
  • Walk through the sign-up process of GCP
  • Explain the concept of the free trial credit for GCP
  • Verify the free trial credit for the account
Walking Through the GCP Console and Google Cloud SDK How can we start using GCP and what are the ways to interact with it?
  • Set up a project on GCP
  • Explain ways to interact with GCP (console, SDK, and cloud shell)
  • Show console and cloud shell, using easy examples
Google Compute and Google Storage What are Google Compute Engine and Google Cloud Storage, and why is it important to know them?
  • Look at the core building blocks of cloud infrastructure: Compute, Storage, and Network
  • See Compute Engine with a set-up guide and tips for cost controlling
  • Learn Cloud Storage concepts and tips for controlling storage costs. Provide link to further resources
AI Platform Overview What is AI Platform and why is it useful on top of Compute Engine?
  • Give an high level overview of AI Platform and highlight relevant parts for this course
  • Learn the concepts of AI Platform Notebooks running on top of GCE
  • Introduce JupyterLab as an easy to use IDE for ML prototyping
Example Workflow with AI Platform Notebooks How can we work with AI Platform Notebooks and how does a typical workflow look like?
  • Walk through general interface of JupyterLab
  • Show where resources for basic operations are located on the VM
  • Show how to persist code by adding a remote git repository to the machin
A Quick Start with Google Cloud Platform - Quiz A Quick Start with Google Cloud Platform. 7 lectures 44:35 The Course Overview This video provides an overview of the entire course Introduction to the Google Cloud Platform Set the scene for the evolution of cloud computing and features of Google Cloud Platform. Introduce important GCP concepts that can leverage ML.
  • Explain the evolution of cloud computing
  • Understand why Google Cloud Platform is so powerful
  • Introduce some important key technologies on GCP
Getting a GCP Account How can we create a GCP account and some free trial credit to work with?
  • Walk through the sign-up process of GCP
  • Explain the concept of the free trial credit for GCP
  • Verify the free trial credit for the account
Walking Through the GCP Console and Google Cloud SDK How can we start using GCP and what are the ways to interact with it?
  • Set up a project on GCP
  • Explain ways to interact with GCP (console, SDK, and cloud shell)
  • Show console and cloud shell, using easy examples
Google Compute and Google Storage What are Google Compute Engine and Google Cloud Storage, and why is it important to know them?
  • Look at the core building blocks of cloud infrastructure: Compute, Storage, and Network
  • See Compute Engine with a set-up guide and tips for cost controlling
  • Learn Cloud Storage concepts and tips for controlling storage costs. Provide link to further resources
AI Platform Overview What is AI Platform and why is it useful on top of Compute Engine?
  • Give an high level overview of AI Platform and highlight relevant parts for this course
  • Learn the concepts of AI Platform Notebooks running on top of GCE
  • Introduce JupyterLab as an easy to use IDE for ML prototyping
Example Workflow with AI Platform Notebooks How can we work with AI Platform Notebooks and how does a typical workflow look like?
  • Walk through general interface of JupyterLab
  • Show where resources for basic operations are located on the VM
  • Show how to persist code by adding a remote git repository to the machin
A Quick Start with Google Cloud Platform - Quiz The Course Overview This video provides an overview of the entire course The Course Overview This video provides an overview of the entire course The Course Overview This video provides an overview of the entire course The Course Overview This video provides an overview of the entire course This video provides an overview of the entire course This video provides an overview of the entire course Introduction to the Google Cloud Platform Set the scene for the evolution of cloud computing and features of Google Cloud Platform. Introduce important GCP concepts that can leverage ML.
  • Explain the evolution of cloud computing
  • Understand why Google Cloud Platform is so powerful
  • Introduce some important key technologies on GCP
Introduction to the Google Cloud Platform Set the scene for the evolution of cloud computing and features of Google Cloud Platform. Introduce important GCP concepts that can leverage ML.
  • Explain the evolution of cloud computing
  • Understand why Google Cloud Platform is so powerful
  • Introduce some important key technologies on GCP
Introduction to the Google Cloud Platform Set the scene for the evolution of cloud computing and features of Google Cloud Platform. Introduce important GCP concepts that can leverage ML.
  • Explain the evolution of cloud computing
  • Understand why Google Cloud Platform is so powerful
  • Introduce some important key technologies on GCP
Introduction to the Google Cloud Platform Set the scene for the evolution of cloud computing and features of Google Cloud Platform. Introduce important GCP concepts that can leverage ML.
  • Explain the evolution of cloud computing
  • Understand why Google Cloud Platform is so powerful
  • Introduce some important key technologies on GCP
Set the scene for the evolution of cloud computing and features of Google Cloud Platform. Introduce important GCP concepts that can leverage ML.
  • Explain the evolution of cloud computing
  • Understand why Google Cloud Platform is so powerful
  • Introduce some important key technologies on GCP
Set the scene for the evolution of cloud computing and features of Google Cloud Platform. Introduce important GCP concepts that can leverage ML.
  • Explain the evolution of cloud computing
  • Understand why Google Cloud Platform is so powerful
  • Introduce some important key technologies on GCP
Getting a GCP Account How can we create a GCP account and some free trial credit to work with?
  • Walk through the sign-up process of GCP
  • Explain the concept of the free trial credit for GCP
  • Verify the free trial credit for the account
Getting a GCP Account How can we create a GCP account and some free trial credit to work with?
  • Walk through the sign-up process of GCP
  • Explain the concept of the free trial credit for GCP
  • Verify the free trial credit for the account
Getting a GCP Account How can we create a GCP account and some free trial credit to work with?
  • Walk through the sign-up process of GCP
  • Explain the concept of the free trial credit for GCP
  • Verify the free trial credit for the account
Getting a GCP Account How can we create a GCP account and some free trial credit to work with?
  • Walk through the sign-up process of GCP
  • Explain the concept of the free trial credit for GCP
  • Verify the free trial credit for the account
How can we create a GCP account and some free trial credit to work with?
  • Walk through the sign-up process of GCP
  • Explain the concept of the free trial credit for GCP
  • Verify the free trial credit for the account
How can we create a GCP account and some free trial credit to work with?
  • Walk through the sign-up process of GCP
  • Explain the concept of the free trial credit for GCP
  • Verify the free trial credit for the account
Walking Through the GCP Console and Google Cloud SDK How can we start using GCP and what are the ways to interact with it?
  • Set up a project on GCP
  • Explain ways to interact with GCP (console, SDK, and cloud shell)
  • Show console and cloud shell, using easy examples
Walking Through the GCP Console and Google Cloud SDK How can we start using GCP and what are the ways to interact with it?
  • Set up a project on GCP
  • Explain ways to interact with GCP (console, SDK, and cloud shell)
  • Show console and cloud shell, using easy examples
Walking Through the GCP Console and Google Cloud SDK How can we start using GCP and what are the ways to interact with it?
  • Set up a project on GCP
  • Explain ways to interact with GCP (console, SDK, and cloud shell)
  • Show console and cloud shell, using easy examples
Walking Through the GCP Console and Google Cloud SDK How can we start using GCP and what are the ways to interact with it?
  • Set up a project on GCP
  • Explain ways to interact with GCP (console, SDK, and cloud shell)
  • Show console and cloud shell, using easy examples
How can we start using GCP and what are the ways to interact with it?
  • Set up a project on GCP
  • Explain ways to interact with GCP (console, SDK, and cloud shell)
  • Show console and cloud shell, using easy examples
How can we start using GCP and what are the ways to interact with it?
  • Set up a project on GCP
  • Explain ways to interact with GCP (console, SDK, and cloud shell)
  • Show console and cloud shell, using easy examples
Google Compute and Google Storage What are Google Compute Engine and Google Cloud Storage, and why is it important to know them?
  • Look at the core building blocks of cloud infrastructure: Compute, Storage, and Network
  • See Compute Engine with a set-up guide and tips for cost controlling
  • Learn Cloud Storage concepts and tips for controlling storage costs. Provide link to further resources
Google Compute and Google Storage What are Google Compute Engine and Google Cloud Storage, and why is it important to know them?
  • Look at the core building blocks of cloud infrastructure: Compute, Storage, and Network
  • See Compute Engine with a set-up guide and tips for cost controlling
  • Learn Cloud Storage concepts and tips for controlling storage costs. Provide link to further resources
Google Compute and Google Storage What are Google Compute Engine and Google Cloud Storage, and why is it important to know them?
  • Look at the core building blocks of cloud infrastructure: Compute, Storage, and Network
  • See Compute Engine with a set-up guide and tips for cost controlling
  • Learn Cloud Storage concepts and tips for controlling storage costs. Provide link to further resources
Google Compute and Google Storage What are Google Compute Engine and Google Cloud Storage, and why is it important to know them?
  • Look at the core building blocks of cloud infrastructure: Compute, Storage, and Network
  • See Compute Engine with a set-up guide and tips for cost controlling
  • Learn Cloud Storage concepts and tips for controlling storage costs. Provide link to further resources
What are Google Compute Engine and Google Cloud Storage, and why is it important to know them?
  • Look at the core building blocks of cloud infrastructure: Compute, Storage, and Network
  • See Compute Engine with a set-up guide and tips for cost controlling
  • Learn Cloud Storage concepts and tips for controlling storage costs. Provide link to further resources
What are Google Compute Engine and Google Cloud Storage, and why is it important to know them?
  • Look at the core building blocks of cloud infrastructure: Compute, Storage, and Network
  • See Compute Engine with a set-up guide and tips for cost controlling
  • Learn Cloud Storage concepts and tips for controlling storage costs VM
  • Show how to persist code by adding a remote git repository to the machin
Example Workflow with AI Platform Notebooks How can we work with AI Platform Notebooks and how does a typical workflow look like?
  • Walk through general interface of JupyterLab
  • Show where resources for basic operations are located on the VM
  • Show how to persist code by adding a remote git repository to the machin
Example Workflow with AI Platform Notebooks How can we work with AI Platform Notebooks and how does a typical workflow look like?
  • Walk through general interface of JupyterLab
  • Show where resources for basic operations are located on the VM
  • Show how to persist code by adding a remote git repository to the machin
How can we work with AI Platform Notebooks and how does a typical workflow look like?
  • Walk through general interface of JupyterLab
  • Show where resources for basic operations are located on the VM
  • Show how to persist code by adding a remote git repository to the machin
How can we work with AI Platform Notebooks and how does a typical workflow look like?
  • Walk through general interface of JupyterLab
  • Show where resources for basic operations are located on the VM
  • Show how to persist code by adding a remote git repository to the machin
A Quick Start with Google Cloud Platform - Quiz A Quick Start with Google Cloud Platform - Quiz A Quick Start with Google Cloud Platform - Quiz A Quick Start with Google Cloud Platform - Quiz Machine Learning with TensorFlow Fundamentals 9 lectures 58:20 What Is TensorFlow and What are TensorFlow APIs? What is TensorFlow and how does the TensorFlow 2.0 Architecture look like? What are the High-Level APIs Keras and Estimator?
  • Explain concept of TensorFlow (Graph computation)
  • Lay out the high-level overview of the TF2 architecture
  • Walk through components of architecture, highlight Estimator, and Keras API
Lab: Programming in TensorFlow ...

Additional information

Familiarity with ML concepts will be advantageous

See related categories

Google Cloud Machine Learning with TensorFlow

£ 10 + VAT

The best IT Systems courses

See all

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