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Overview

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
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What You'll Learn

  • Differentiate between ML, AI and deep learning.
  • Discuss the use of ML API’s on unstructured data.
  • Execute BigQuery commands from notebooks.
  • Create ML models by using SQL syntax in BigQuery.
  • Create ML models without coding by using AutoML

Who Should Attend

  • Data Engineers
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Prerequisites

  • Participants should have completed the Google Cloud Big Data and Machine Learning Fundamentals course or have equivalent experience.

Learning Journey

Coming Soon...

Module 1: Introduction to Analytics and AI

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

Module 2: Prebuilt ML Model APIs for Unstructured Data

  • The difficulties of unstructured data
  • ML APIs for enriching data

Module 3: Big Data Analytics with Notebooks

  • Defining notebooks
  • BigQuery magic and ties to Pandas

Module 4: Production ML Pipelines

  • Ways to do ML on Google Cloud
  • Vertex AI Pipelines
  • TensorFlow Hub

Module 5: Custom Model Building with SQL in BigQuery ML

  • BigQuery ML for quick model building
  • Supported models

Module 6: Custom Model Building with AutoML

  • Why use AutoML?
  • AutoML Vision
  • AutoML NLP
  • AutoML Tables

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Frequently Asked Questions (FAQs)

  • Why get Google Cloud Platform (GCP) certified?

    Google Cloud certifications validate your expertise in cloud technologies and your proficiency in using Google Cloud Platform's vast array of services.

    These certifications are recognized globally and highly sought after by employers, as they demonstrate your ability to design, develop, and manage scalable and secure cloud solutions on GCP.

    Google Cloud-certified professionals are in high demand, opening doors to new career opportunities and higher earning potential.

  • What to expect for the examination?

    Google Cloud offers a variety of certification exams across different levels (Foundational, Associate, and Professional) covering various job roles and specializations.

    The exams typically consist of multiple-choice and multiple-select questions, as well as scenario-based questions that assess your ability to apply your knowledge in real-world situations.

    Note: Certification requirements and policies may be updated by Google Cloud from time to time. We apologize for any discrepancies; do get in touch with us if you have any questions.

  • How long is Google Cloud Platform (GCP) certification valid for?

    Most Google Cloud certifications, including Professional-level certifications, are valid for two years from the date of passing the exam.

    The Cloud Digital Leader and Associate Cloud Engineer certifications are valid for three years from the date of passing the exam.

    To maintain your certification, you will need to recertify by passing the latest version of the same exam or an equivalent higher-level certification exam before your current certification expires.

    You will receive a notification from Google Cloud prior to your certification's expiration date.

    Note: Certification requirements and policies may be updated by Google Cloud from time to time. We apologize for any discrepancies; do get in touch with us if you have any questions.

  • Why take this course with Trainocate?

    Here’s what sets us apart:

    - Global Reach, Localized Accessibility: Benefit from our geographically diverse training hubs in 24 countries (and counting!).

    - Top-Rated Instructors: Our team of subject matter experts (with high average CSAT and MTM scores) are passionate to help you accelerate your digital transformation.

    - Customized Training Solutions: Choose from on-site, virtual classrooms, or self-paced learning to fit your organization and individual needs.

    - Experiential Learning: Dive into interactive training with our curated lesson plans. Participate in hands-on labs, solve real-world challenges, and take on comprehensive assessments.

    - Learn From The Best: With 30+ authorized training partnerships and countless awards from Microsoft, AWS, Google – you're guaranteed learning from the industry's elite.

    - Your Bridge To Success: We provide up-to-date course materials, helpful exam guides, and dedicated support to validate your expertise and elevate your career.

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Course Curriculum

Course Curriculum

Training Schedule

Training Schedule

Exam & Certification

Exam & Certification

FAQs

Frequently Asked Questions

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Improve yourself and your career by taking this course.

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