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The Open Source Master's Degree Curriculum: Applied Artificial Intelligence and Computer Vision

Semester 1

Module Courses Alternatives Time and Duration Extra Resources
Machine Learning Coursera - Machine Learning by Andrew Ng edX - Machine Learning 5 months Deep Learning Book
Deep Learning Deep Learning Specialization on Coursera Fast.ai - Practical Deep Learning for Coders 5 months Neural Networks and Deep Learning
Reinforcement Learning Coursera - Reinforcement Learning Specialization edX - Reinforcement Learning 4 months Sutton & Barto - Reinforcement Learning: An Introduction
Inference and Causality edX - Causal Diagrams: Draw Your Assumptions Before Your Conclusions Coursera - Causal Inference 3 months Causal Inference in Statistics: A Primer
Seminar: Current Topics in AI Various Topics in AI Seminars Research Papers and Journals Flexible Arxiv Sanity Preserver
Image Processing and Low Level Vision Coursera - Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital edX - Image Processing 3 months Digital Image Processing

Semester 2

Module Courses Alternatives Time and Duration Extra Resources
Mid-Level Vision and Video Coursera - Advanced Computer Vision edX - Computer Vision 4 months Computer Vision: Algorithms and Applications
High-Level Vision edX - Advanced Vision and Learning in Artificial Intelligence Fast.ai - Cutting Edge Deep Learning for Coders 4 months Multiple View Geometry in Computer Vision
Project: Computer Vision Practical Deep Learning for Coders Coursera - Deep Learning for Computer Vision 6 months OpenCV Documentation
Master Thesis Guidelines for Master's Thesis Preparation edX - Thesis Writing 9 months Writing Your Thesis