ML ML Useful links Updated 
ML (Machine Learning)
4. Semester: Datamatician Course (Computer Science)

Useful links for Machine Learning

For use of the development environment:

Important library/documentation for Machine Learning, All about modelling and algorithms, sklearn

Important documentation for Python, Syntax, semantic and functions etc.


Simple explanations on ML-models


Machine Learning Glossary

MatPlot Library

The revival of ML: ML Strikes back!

T. M. Mitchell, Machine learning, International ed., [Reprint.]. New York, NY: McGraw-Hill, 1997.

 'Machine Learning’,  [Online]. Available:

‘Supervised learning’,  [Online]. Available:

‘Unsupervised learning’,  [Online]. Available:

‘Semi-supervised learning’,  [Online]. Available:
‘Reinforcement learning’,  [Online]. Available:

‘Online machine learning’,  [Online]. Available:

‘External memory algorithm’,  [Online]. Available:

‘Instance-based learning’,  [Online]. Available:

YouTube Videos

J. Starmer,Machine Learning. 2020 [Online].


E. J. Starmer, Support Vector Machines Part 2: The Polynomial Kernel. 2019 [Online].

J. Starmer, Principal Component Analysis (PCA) clearly explained (2015). 2015 [Online].
Available: [Accessed: 18-Dec-2019]

J. Starmer, StatQuest: Principal Component Analysis (PCA), Step-by-Step. 2018 [Online].
Available: [Accessed: 18-Dec-2019]

J. Starmer, Machine Learning Fundamentals: Sensitivity and Specificity. 2019 [Online].
Available: [Accessed: 18-Dec-2019]

J. Starmer, Machine Learning Fundamentals: Bias and Variance. 2018 [Online].
Available: [Accessed: 18-Dec-2019]

MNIST Resources

Y. LeCun, C. Cortes, and C. J. C. Burges, ‘The MNIST database of handwritten digits’.  [Online].
Available: [Accessed: 18-Dec-2019]

Machine Learning Applied

D. Silver and D. Hassabis, ‘AlphaGo: Mastering the ancient game of Go with Machine Learning’, Google AI Blog. 27-Jan-2016 [Online].
Available: [Accessed: 18-Dec-2019]

The AlphaStar team, ‘AlphaStar: Grandmaster level in StarCraft II using multi-agent reinforcement learning’, DeepMind Blog. 30-Oct-2019 [Online]. Available:

OpenAI, ‘OpenAI Five Defeats Dota 2 World Champions’. 15-Apr-2019 [Online].

‘OpenML’.  [Online].
Available: [Accessed: 18-Dec-2019]

V. Savov, ‘iPhone X announced with edge-to-edge screen, Face ID, and no home button’, The Verge, 12-Sep-2017 [Online]. Available: [Accessed: 18-Dec-2019]

M. Wang and W. Deng, ‘Deep Face Recognition: A Survey’, arXiv:1804.06655 [cs], Feb. 2019 [Online]. Available: [Accessed: 19-Dec-2019]

Machine Learning and IT-Security

‘2019 Global Phish Report - Avanan’, Avanan, 2019 [Online].
Available: [Accessed: 18-Dec-2019]

W. Connell, StreamingPhish. 2019 [Online].

A. Taylor, ‘Applied Data Science and Machine Learning for Cybersecurity - SANS Tactical Detection Summit 2018’, 2018 [Online].

C. Chio and D. Freeman, Machine learning and security: protecting systems with data and algorithms,
First edition. Beijing Boston Farnham Sebastopol Tokyo: O’Reilly, 2018.