Lecture 1 Introduction to Serverless ML and Databases

Use GitHub repo https://github.com/saoter/SDS24_MLOps_L1, which contains lecutre slides, python scripts and dataset for the first lecture.

SLIDES

• Lecture 1

API

• api_jokes.py is an example of simple public API
• api_finance.py, api_news.py are examples of private API using API_key (You need to register to get your private key)
• api_datasets.py is an example of API Wrapper
• EXTRA: joke_app.py is a simple streamlit app that uses IPA to print jokes
• EXTRA: api_weather.py exercise from the class

Database

• db_create.py reads in excel file and transform it into SQL database
• db_queries.py contains a few query examples
• db_add_datapoints.py add new transactions
• db_add_columns.py add new columns
• data/Online Retail.xlsx is dataset used to create database