Course curriculum

    1. Machine Learning Workflow

    2. Types of Machine Learning

    3. Key Algorithms

    4. Module 1 Quiz

    1. Cloud Storage and BigQuery

    2. Account Setup

    3. BigQuery Tutorial

    4. Cloud Storage Tutorial

    5. Batch vs Streaming Ingestion (M2_V2 MISSING)

    6. Dataflow (with Apache Beam)

    7. Vertex Feature Store

    8. Module 2 Quiz

    1. EDA Mental Model

    2. Create Dataset and Run Query

    3. SQL for EDA

    4. SQL Hands-on Demo

    5. Window Functions for Quick Insights

    6. Window Functions Hands-on Demo

    7. Tiny UDFs (User-Defined Functions)

    8. Tiny UDFs Hands-on Demo

    9. Looker Studio Hands-on Demo

    10. Vertex AI Workbench (might need redo)

    11. Vertex AI Workbench Hands-on Demo

    12. Module 3 Quiz

    1. BigQuery Introduction and Use Cases

    2. Creating Models

    3. Arima Plus Hands-on Demo

    4. Exporting Models using Vertex AI

    5. Linear Regression Hands-on Demo

    6. Module 4 Quiz

    1. Introduction to Vertex AI and its Use Cases

    2. Datasets Experiments & Lifecycle

    3. Creation & Deployment of a Vertex AI Model

    4. Exploring Model Garden

    5. Tour of Model Garden

    6. When to Use Model Garden and When to Train

    7. Calling Hosted Models via Vertex AI

    8. Gemini 2.5 Pro API Call

    9. Codey & Gemma

    10. Embeddings & Retrieval

    11. Vector Search in Vertex AI

    12. Module 5 Quiz

    1. Introduction to Gen AI

    2. Prompt Engineering

    3. Evaluating AI Outputs

    4. Integrating Gen AI into Workflows

    5. Key Takeaways

    6. Module 6 Quiz

About this course

  • $4,900.00
  • 98 lessons
  • 10 hours of video content