Data and AI on Google Cloud (30%)GCDL Study Guide

BigQuery and Data Analytics

Objective 3.1 · Data Analytics AI

Machine Learning on Google Cloud

Objective 3.2 · Data Analytics AI

Vertex AI and Generative AI

Objective 3.3 · Data Analytics AI

Google's AI Principles and Ethics

Objective 3.2 · Data Analytics AI

Looker for Business Intelligence

Objective 3.1 · Data Analytics AI

Building a Data-Driven Culture

Objective 3.1 · Data Analytics AI

Generative AI for Business Leaders

Objective 3.3 · Data Analytics AI

Data Types and Analytics Workloads

Objective 3.1 · Data Analytics AI

ETL and ELT Pipelines on Google Cloud

Objective 3.1 · Data Analytics AI

BigQuery: Serverless Analytics Overview

Objective 3.1 · Data Analytics AI

Looker Studio (Data Studio) for Visualisation

Objective 3.1 · Data Analytics AI

Data-Driven Decision Making in Business

Objective 3.1 · Data Analytics AI

Structured vs Unstructured Data Analytics

Objective 3.1 · Data Analytics AI

Real-Time Analytics with Pub/Sub and Dataflow

Objective 3.1 · Data Analytics AI

ML Lifecycle: Data, Training, Deployment

Objective 3.2 · Data Analytics AI

AutoML: Building ML Without Coding

Objective 3.2 · Data Analytics AI

Pre-Trained AI Models on Google Cloud

Objective 3.2 · Data Analytics AI

AI Bias, Fairness, and Explainability

Objective 3.2 · Data Analytics AI

Responsible AI Framework

Objective 3.2 · Data Analytics AI

Vertex AI Studio for Generative AI

Objective 3.3 · Data Analytics AI

Google Gemini Models and Multimodal AI

Objective 3.3 · Data Analytics AI

PaLM API and Google AI APIs

Objective 3.3 · Data Analytics AI

Duet AI for Developers and Workspace

Objective 3.3 · Data Analytics AI

AI Use Cases: NLP, Vision, Prediction, Search

Objective 3.3 · Data Analytics AI

Data Lifecycle Management on Google Cloud

Objective 3.1 · Data Analytics AI

Generative AI Risks and Mitigations

Objective 3.3 · Data Analytics AI

LLM Concepts: Tokens, Context, Fine-Tuning

Objective 3.3 · Data Analytics AI

RAG and Grounding Generative AI Responses

Objective 3.3 · Data Analytics AI

Vertex AI Platform Deep Dive

Objective 3.3 · Data Analytics AI

Google Natural Language API

Objective 3.2 · Data Analytics AI

Google Vision API Use Cases

Objective 3.2 · Data Analytics AI

Google Translation and Speech APIs

Objective 3.2 · Data Analytics AI

Google Cloud Data Catalog

Objective 3.1 · Data Analytics AI