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This web page contains a set of slides used for a graduate summer school course on Machine Learning in High Energy Physics. These lectures are to be given at CINVESTAV in Mexico City in 2018 [28th Aug - 3rd Sept]. If you are interested in my other machine learning lectures please see the corresponding section of my teaching page.

Slides

• Cut based analysis and linear discriminants : (pdf)
• Decision Trees : (pdf)
• Neural Networks : (pdf)
• Optimisation : (pdf)
• Deep Learning : (pdf)
• Support Vector Machines : (pdf)
• Additional Material: Unsupervised Learning : (pdf)

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