Overview
AI200 is the second course in the Artificial Intelligence Nanodegree. It serves as an intermediate-level course for students proficient in Python who wish to (1) improve on their data wrangling and (2) visualisation skills, and (3) learn cutting-edge Machine Learning techniques.
Course Description & Learning Outcomes
AI200: Applied Machine Learning will augment the technical skills participants acquired in AI100: Python Programming & Data Visualisation. Through this course, participants will gain technical competences in: Lesson 1: Exploratory Data Analysis with Pandas Lesson 2: Interactive data visualization with Plotly Lesson 3: Regression problems and models Lesson 4: Classification problems and models Lesson 5: Ensemble learning Lesson 6: Feature engineering Lesson 7: Clustering Lesson 8: Recommender Systems
Recommended Prerequisites
AI100: Python Programming & Data Visualization or prior programming experience in Python.
Pre-course instructions
None
Schedule
Date: 24 Aug 2024, Saturday
Time: 9:00 AM - 12:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Online
Date: 31 Aug 2024, Saturday
Time: 9:00 AM - 12:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Online
Date: 07 Sep 2024, Saturday
Time: 9:00 AM - 12:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Online
Date: 14 Sep 2024, Saturday
Time: 7:00 PM - 10:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Online
Date: 21 Sep 2024, Saturday
Time: 7:00 PM - 10:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Online
Date: 28 Sep 2024, Saturday
Time: 7:00 PM - 10:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Online
Date: 05 Oct 2024, Saturday
Time: 7:00 PM - 10:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Online
Date: 12 Oct 2024, Saturday
Time: 7:00 PM - 10:00 PM (GMT +8:00) Kuala Lumpur, Singapore
Location: Online
Pricing
Course fees: Course fees up heavily subsidised up to 70%. The remaining course fees can be offset via SkillsFuture Credits.
