Statistical and Biological Physics
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Machine learning and data science

Summary: In recent years, the availability of large sets of data has led to the development of computational methods for their manipulation and interpretation. In this lecture, we will introduce fundamental concepts from data science and machine learning, such as dimensionality reduction, neural networks and deep learning.

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Lecture1

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Lecture2

Slides data wrangling

Slides data visualisation

Code (GitHub)

Lecture3

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Lecture4

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Lecture5

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Lecture6

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Lecture7

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Lecture8

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Lecture9

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Lecture10

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Lecture11

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Lecture12

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