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Overview

Generative AI is a rapidly evolving field of artificial intelligence with a wide range of applications across all verticals. Generative AI models typically use deep learning techniques to process vast amounts of data and identify underlying relationships to generate original content that is relevant and engaging. This course will equip participants with practical expertise to design, tune, and deploy production Generative AI solutions.
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What You'll Learn

  • Overview of generative AI
  • Google Cloud generative AI offerings
  • Vertex AI tools (Gemini API, Model Garden) to build LLM solutions
  • Transformer-based LLMs
  • Image generation models

Who Should Attend

This course is designed for technical teams with a foundational understanding of machine learning (ML) concepts who are comfortable programming in Python. Participants aspire to work on generative AI projects and want to develop practical skills using Google Cloud and open source tools for building applications, fine-tuning LLMs, or creating image generation models.
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Prerequisites

N/A

Learning Journey

Coming Soon...

Module 01: Generative AI and Prompt Design on Vertex AI

  • Introduction to generative AI
  • Large language model overview
  • Overview of Vertex AI and generative AI tools
  • Prompt design, PaLM, and Gemini API

Module 02: Building Advanced Generative AI Systems

  • LangChain and Vertex AI Vector Search
  • Retrieval-augmented generation (RAG) using LangChain and Vertex AI Agent Builder
  • Function calling
  • Fine-tuning LLMs on Generative AI Studio on Vertex AI
  • Distilling student models from larger foundation models

Module 03: Guided Project

  • Apply everything learned from previous models to build an end-to-end solution using a structured guided project.

Module 04: Immersive Capstone Project (Additional Week)

  • Working alongside Google Advanced Solutions Lab (ASL) ML solution engineers, participants roll up their sleeves and utilize generative AI to tackle real world business challenges. This option requires a 10-full-day, or 15-half-day, format and supplants Module 3. A typical virtual cohort will organize into 3-4 project teams, each working to develop end-to-end POC solutions for their chosen Gen AI business use case (1-2 project teams per cohort is more typical for in-person learning at Google). At the conclusion of the training, the teams present results and learnings to ASL instructors, colleagues, and senior stakeholders.

Module 05: Large Language Models (LLMs) and Text Generation with Keras

  • Transformer encoder and BERT
  • Transformer decoder and text generation
  • Overview of advanced topics: caveats of LLMs and evaluation techniques

Module 06: Modern Image Generation

  • Overview of image generation
  • Generative adversarial networks (GANs)
  • Diffusion models
  • Fine-tuning stable diffusion

Module 07: Orchestrating Systems with Vertex AI Pipelines

  • Orchestrate model training and deployment with KFP and Vertex AI.
  • Use custom containers with Vertex AI training.
  • Build and push a training container.
  • Train, tune, serve, and query a model.
  • Describe a KFP pipeline using KF domain-specific language (DSL).
  • Build pipelines using pre-built and lightweight components.

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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

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Exam & Certification

Exam & Certification

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Frequently Asked Questions

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