University Of Pretoria Computer Science Department

COS801 - Big Data Science Elective

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Lecture Slides - Lecture Slides
Lecture 1
Lecture 1
Lecture 2
Lecture 2
Comparing Classifiers - Useful Literature
Paper 1
Paper 1
Paper 2
Paper 2
Paper 3
Paper 3
Textbook - Textbook
DeepLearningBook.pdf
Deep Learning. (Ian Goodfellow,Yoshua Bengio,Aaron Courville)
Famous universal approximation theorem papers - Famous universal approximation theorem papers.
Paper 1
Paper 1
Paper 2
Paper 2
Paper 3
Paper 3
Dimension Reduction and Unsupervised Learning - Additional Resources
Unsupervised Learning
Unsupervised Learning
Dimensionality Reduction: A Comparative Review
Dimensionality Reduction: A Comparative Review
Reducing the Dimensionality of Data with Neural Networks
Reducing the Dimensionality of Data with Neural Networks
Bolzamm Machine: Formal Training Paper
Recent Object Detection and Classification in Video - YOLO9000: Better, Faster, Stronger
YOLO9000:Better, Faster, Stronger
Modern fast approach.
Assignment - Assignment
Assignment
Assignment

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Module Description

The focus of the course is on Machine Learning from a Computer Science perspective....

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Course Coordinator

Dr Christopher Cleghorn

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During the times below, any student can come and discuss any issue with the head of the department without making an appointment. Note that these dates and times may change, and any such changes will be updated on each module home page.

The dates and times are as follows:
  • 05 May 12:30-13:30
  • 08 May 08:00-09:00
  • 12 May 12:30-13:30

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