Incorporating machine learning into data pipelines increases the ability to extract insights from data. This course covers ways machine learning can be included in data pipelines on Google Cloud. For little to no customization, this course covers AutoML. For more tailored machine learning capabilities, this course introduces Notebooks and BigQuery machine learning (BigQuery ML). Also, this course covers how to productionalize machine learning solutions by using Vertex AI.

Outline

Introduction to Analytics and AI

This modules talks about ML options on Google Cloud

Module introduction
What is AI?
From ad-hoc data analysis to data-driven decisions
Options for ML models on Google Cloud
QUIZ

Prebuilt ML Model APIs for Unstructured Data

This module focuses on using pre-built ML APIs on your unstructured data

Module introduction
Unstructured data is hard
ML APIs for enriching data
Lab Intro: Using the Natural Language API to Classify Unstructured Text
required
LAB: Using the Natural Language API to classify unstructured text: In this lab you’ll learn how to classify text into categories using the Natural Language API
QUIZ

Big Data Analytics with Notebooks

This module covers how to use Notebooks

Module introduction
What’s a Notebook?
BigQuery magic and ties to Pandas
Lab Intro: BigQuery in JupyterLab on Vertex AI
LAB: BigQuery in JupyterLab on Vertex AI 2.5: The purpose of this lab is to show learners how to instantiate a Jupyter notebook running on Google Cloud Platform's AI Platform service.
QUIZ

Production ML Pipelines

This module covers building custom ML models and introduces Vertex AI and TensorFlow Hub

Module introduction
Ways to do ML on Google Cloud
Vertex AI Pipelines
TensorFlow Hub
Lab Intro: Running Pipelines on Vertex AI
LAB: Running Pipelines on Vertex AI 2.5: In this lab, you learn how to utilize Vertex AI Pipelines to execute a simple Kubeflow Pipeline SDK derived ML Pipeline.
Summary
QUIZ

Custom Model Building with SQL in BigQuery ML

This module covers BigQuery ML

Module introduction
BigQuery ML for Quick Model Building
Supported models
Lab Intro: Predict Bike Trip Duration with a Regression Model in BigQuery ML 1 minute
LAB: Predict Bike Trip Duration with a Regression Model in BQML 2.5: In this lab you will use the London bicycles dataset to build a regression model in BQML to predict trip duration.
Lab Intro: Movie Recommendations in BigQuery ML
LAB: Movie Recommendations in BigQuery ML 2.5: In this lab you'll use the MovieLens dataset to build a collaborative filtering model and use it to make predictions.
Summary
QUIZ

Custom Model Building with AutoML

Module introduction
Why AutoML?
AutoML Vision
AutoML Natural Language Processing
AutoML Tables
Summary
QUIZ

Avaible Training Dates

Join our public courses in our United Kingdom facilities. Private class trainings will be organized at the location of your preference, according to your schedule.

24 February 2025 (1 Day)
London, Manchester, Birmingham
Classroom / Virtual Classroom

€1,365 +VAT

27 February 2025 (1 Day)
London, Manchester, Birmingham
Classroom / Virtual Classroom

€1,365 +VAT

24 April 2025 (1 Day)
London, Manchester, Birmingham
Classroom / Virtual Classroom

€1,365 +VAT

25 April 2025 (1 Day)
London, Manchester, Birmingham
Classroom / Virtual Classroom

€1,365 +VAT

14 May 2025 (1 Day)
London, Manchester, Birmingham
Classroom / Virtual Classroom

€1,365 +VAT

08 June 2025 (1 Day)
London, Manchester, Birmingham
Classroom / Virtual Classroom

€1,365 +VAT

13 June 2025 (1 Day)
London, Manchester, Birmingham
Classroom / Virtual Classroom

€1,365 +VAT

20 June 2025 (1 Day)
London, Manchester, Birmingham
Classroom / Virtual Classroom

€1,365 +VAT

Smart Analytics, Machine Learning, and AI on Google Cloud Training Course in the United Kingdom

The United Kingdom (Britain) is situated in north-western Europe. The UK is made up of England, Scotland, Wales and Northern Ireland. The United Kingdom is a constitutional monarchy with a unitary parliamentary democracy, as Queen Elizabeth II has been the monarch since 1952. The country's capital and largest metropolis is London.

The United Kingdom has always been one of the most popular tourist destinations in Europe. People from all around the world come to see the diverse scenery and rich cultural background of Britain. Some of the most popular places to visit in the UK are London (with Tower Bridge, River Thames, Big Ben, Parliament Buildings, Westminster Abbey…), Scotland's Capital Edinburgh, Roman-Era Bath, Stonehenge (one of the best-known prehistoric monument in Europe), Windsor Castle and Loch Ness.

Empower yourself with our extensive selection of IT courses, covering programming, data analytics, software development, business skills, cloud computing, cybersecurity, project management. Experience personalized training and expert guidance from our instructors, who will come to your chosen training venue anywhere in United Kingdom.

Smart Analytics, Machine Learning, and AI on Google Cloud Training in United Kingdom

Outline

Avaible Training Dates