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.

Prerequisites

We can organize this training at your preferred date and location.

Training 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

Why Choose Us

Experience Smart Analytics, Machine Learning, and AI on Google Cloud in United Arab Emirates through Bilginç IT Academy's live and interactive virtual classroom environment. Join a Public course as an individual delegate or arrange a dedicated Private / In-house online training program exclusively for your organization.

Delivery Method: Online Instructor-Led
Participation Model: Public / Private (In-house)
Live and Interactive Training: Connect with your instructor in real time and actively participate through discussions, Q&A sessions, practical exercises, and group activities.
Flexible Participation: Join the training from your home, office, or any location with a suitable internet connection.
Expert Trainer Network: Learn from experienced trainers with strong industry backgrounds and practical field expertise.
Over 30 Years of Training Expertise: Benefit from Bilginç IT Academy's professional training experience since 1995.
Worldwide Access: Join our live virtual classrooms from United Arab Emirates or anywhere else in the world, or arrange a dedicated online training program for your organization.

Experience Smart Analytics, Machine Learning, and AI on Google Cloud through face-to-face Classroom Based training in United Arab Emirates. Training can be delivered as a Public course open to individual delegates or as a dedicated Private / In-house class for your organization.

Delivery Method: Classroom Based
Participation Model: Public / Private (In-house)
Face-to-Face Learning: Interact directly with your instructor and fellow delegates in an engaging classroom environment.
Experienced Trainers: Learn from specialists with extensive industry experience and practical real-world knowledge.
Professional Training Environment: Attend training in comfortable, well-equipped classrooms designed to support effective learning.
Practical Learning: Depending on the course, reinforce your knowledge through hands-on exercises, scenarios, case studies, and instructor-led activities.

Arrange Smart Analytics, Machine Learning, and AI on Google Cloud in United Arab Emirates as a dedicated Onsite training program for your organization. Bilginç IT Academy trainers can deliver the training at your office or another location of your choice, with the program planned around your team's requirements and business objectives.

Delivery Method: Onsite
Participation Model: Private (In-house)
Training at Your Preferred Location: Organize the training at your company's office or another location selected by your organization.
Tailored Course Content: Adapt the training program to your projects, team structure, existing skill levels, and specific business requirements.
Team-Focused Learning: Develop your team around a shared knowledge base while strengthening internal collaboration and knowledge transfer.
Flexible Scheduling: Plan the training dates, location, and program according to your organization's operational requirements.
Worldwide Onsite Delivery: Arrange the training in United Arab Emirates or at another preferred location worldwide. Bilginç IT Academy trainers can travel to your selected location to deliver the dedicated training program.

Why have you chosen us?

I have attended a training from Bilginc IT Academy before and I was satisfied.

I have attended a training from a different provider and it was not helpful.

Other

How many employees do you have in your IT department?

0 – 50

50 – 250

250 – 1000

1000+

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

Prerequisites

Training Outline

Why Choose Us

Smart Analytics, Machine Learning, and AI on Google Cloud Training Course in United Arab Emirates Schedule

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

Prerequisites

Training Outline

Why Choose Us

Online Instructor-Led Training

Classroom Based Training

Onsite Training

Smart Analytics, Machine Learning, and AI on Google Cloud Training Course in United Arab Emirates Schedule