Workshop Overview¶

In this page, we will go through implementing MLOps concepts to several use cases.

The diagram below illustrates the stages of the MLOps lifecycle.

You will complete the following exercises, based on the difficulty of the workshop:

Beginner Level¶

• Wine Quality Classifier
• Bike Forecasting

Intermediate Level¶

• LLM Instruction Tuning
• Bike Demand Forecasting Pipeline

Advanced Level¶

• ML Security & Compliance
• Advanced Kubeflow Pipelines

graph LR
    B(Step 1: Beginner Level)
    B --> B1[Wine Quality Classifier]
    B --> B2[Bike Demand Forecasting]
    B1 --> I(Step 2: Intermediate Level)
    B2 --> I
    I --> I1[LLM Instruction Tuning]
    I --> I2[Kubeflow Pipeline]
    I1 --> A(Step 3: Advanced Level)
    I2 --> A
    A --> A1[ML Security & Compliance]
    A --> A2[Advanced Kubeflow Pipelines]