Azure Hands-on Lab - Data Science Project

Experience data engineering with Flight delay data sets

1. Create Azure Data Facotry

Create ADF to move flight data from blob to ADLS gen 2 Use Copy Data tool to build data pipeline for the first time Use binary copy

2. Access Flight Data

Create Azure Databricks and import notebooks (Python)

https://github.com/xlegend1024/azlab-flightdelay-02/blob/master/2.ADB/FlightDelay-02.dbc

2.1 Mount ADLS gen 2

2.2 Import Data

3. Feature Engineering

3.1 Feature Engineering

Understand how to transform data

3.1 Feature Engineering (Continue)

4. Create Training Datasets

5. Model Training and Deployment

5.1 Model Selection

Install Azure Machine Learning Service SDK for Python on Azure Databricks

5.2 Deploy Model

Register Models and deploy the model on ACI

6. Model Management and Deployment using Azure Machine Learning Service