For AI for Industry participants only.

Apply what you have learned in a real world application! You will require a laptop for this session.

Introduction to End-to-end Machine Learning Pipeline

Context:

Bulk of the AI4I programme has had you dwell within DataCamp's environment in having to learn the fundamentals and basics of data science and AI. What we aim to do through this workshop is to have you all utilise the skillsets (which you have picked up in a modular manner) and combine all of it to construct a basic end-to-end pipeline, as opposed to having a heavy focus on machine learning modelling. The workshop will cover the following aspects:

• Extract-Transform-Load Pipeline
• Basic Feature Engineering & Modelling
• Deployment of Model

By the end of the workshop, we would have created our own API service that allows us to utilise a basic machine learning model created by ourselves.

These topics will rely on the knowledge that you have acquired through the following specific DataCamp courses belonging to the "Data Scientist with Python" track:

Of the 26 courses:

• Courses 1 to 10 (Python Fundamentals)
• Courses 12 and 13 (Introduction to Relational Databases)
• Courses 14 and 15 (Data Visualisation)
• Course 21 (Supervised Learning)

The above courses are important for your understanding of the content covered during the workshop as they cover the most fundamental aspects of the workshop's topic. However, you are not required to complete these courses before attending the workshop.

Instructions prior to workshop are provided here:

https://github.com/kelaberetiv/ai4i-sg-hdb-resale-abr

Participants of this workshop are required to bring their own laptops. No local installation of softwares are required other than web browsers. We recommend either Chrome or Firefox for browsers. WiFi connection will be provided, however please ensure that your laptop can connect to public SSIDs. Staff laptops or laptops with SOEs have a likelihood of not being able to connect to our WiFi connection. It is recommended that you use your personal laptop.

Should you have any questions, you can direct them to AISG's Makerspace forum topic:

https://makerspace.aisingapore.org/community/ai-for-industry/