sthakuri/ds_hk_13

Course materials for General Assembly's Data Science course in Hong Kong (17-04-25 - 17-06-29)

DS_HK_13

Course materials for General Assembly's Data Science course in Hong Kong (Tuesday, 25 April 2017 - Thursday, 29 June 2017)

• Tuesdays and Thursdays; 7-10pm;
• Batman, 8/F, Garage Society, 33 Des Voeux Road, Central
• Public holiday on 30 May (Tues) will be made up on 2 June (Fri).

Assignment Submissions

Student projects and assignments can be submitted through the Submission Form.

Student progress is tracked through the Submission Tracker.

Schedule

Week	Date	Instructor	Class	Assigned	Due
0	PRE	None	Onboarding
			Unit 1 - Research Design and Exploratory Data Analysis
1	17-04-25	All	What is Data Science	Unit Project 1 and Final Project 1
1	17-04-27	Alex	Research Design and pandas
2	17-05-02	Alex	Statistics Fundamentals pt. 1	Unit Project 2	Unit Project 1
2	17-05-04	Alex	Statistics Fundamentals pt. 2	Unit Project 3
3	17-05-09	Mart	Exploratory Data Analysis		Unit Project 2
			Unit 2 - Foundations of Data Modelling
3	17-05-11	Alex	Introduction to Linear Regression
4	17-05-16	Alex	Evaluating Model Fix
4	17-05-18	Mart	Intro to Classification	Final Project 2	Final Project 1
5	17-05-23	Dickson	Intro to Logistic Regression	Unit Project 4
5	17-05-25	Dickson	Decision Trees / Random Forest
6	17-05-30	Mart	Communicating Model Results		Install Spacy
6	17-06-01	Dickson	NLP with Classification
			Unit 3 - Data Science in the Real World
7	17-06-06	Mart	Feature Engineering (Clustering)
7	17-06-08	Dickson	Feature Engineering (Dimensional Reduction)	Final Project 3	Final Project 2 and Unit Project 3 and Unit Project 4
8	17-06-13	Alex	Time Series Data
8	17-06-15	Alex	Modelling Time Series Data	Final Project 4	Final Project 3
9	17-06-20	Mart	Data Science Pipelines
9	17-06-22	Mart	Kaggle Competition	Final Project 5	Final Project 4
10	17-06-27	All	Final Project Labs		Final Project
10	17-06-29	All	Final Project Presentations		Final Project

(Syllabus last updated on 2016-06-07)

Click here for the Schedule Dashboard.

Your Team

Instructors:

• Mart van de Ven
• Dickson Kwong
• Alex Anzola Jürgenson

Facebook

You've all been invited to use Facebook for updates and shares during class and the day. Please consider this the primary way to contact other students. Instructors will be monitoring the Facebook group during class and office hours to handle questions.