Social Data Science 2021
Info, Schedule & Co
Infrastructure
Modules
Literature & Resources
Semester Schedule
Semester Project Requirements
1.
Applied Data Science and Machine Learning
Assignments
Assignment 1 - Digital Nomads
Assignment 2 - UML with Pokemon
Group Assignment
Workshops
Workshop 1
Workshop 2
Workshop 3: ML on insideairbnb
Basics of Statistical Programming and Data Manipulation (W35-36)
Basics Statistical Programming
Basics Data Manipulation
Basics Data Visualization
Warmup (W35)
Intro Talk - Data Science in business
The Data Science Ecosystem
Basics Machine Learning (W37-38)
Unsupervised Machine Learning (UML)
Supervised Machine Learning (SML)
2.
Network Analysis & NLP
Assignments
Assignment 1 - Network Analysis
Assignment 2 - NLP
M2 (Mandatory) Assignment
Workshops
Workshop 1 - Danish Power Elites
Workshop 2 - Classification of Political US Tweets
Workshop 3 - Advanced Applications with NLP and Networks
Network Analysis
Basics Network Analysis
Intermediate Network Analysis
Network 2-Mode
Natural Language Processing
Natural Language Processing - Theory
Application: String Manipulation
Application: Working with long text
Application: Vectorization and Topic Modelling
3.
Deep Learning
Assignments
M3 Assignment - Elon vs. GPT-2
M3 (Mandatory) Assignment
Workshops
Workshop 1 - AirBnb revisited
Workshop 2 - Fun with Timeseries
Workshop 3 - Advanced applicaions and wrap-up
Introduction to Neural Networks
Introduction Neural Networks
Advanced architectures
Convolutional Neural Networks
Recurrent Neural Networks
4.
Semester Project
Clear History
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Social Data Science 2021
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Deep Learning
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Assignments
Here you will find all the assignments for this module.