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ML 2023
Introduction to ML
- HW1
- HW2
Deep Learning 2024
ML 2024 (MS)
- HW1
ML 2024 (MBA)

Classical ML

Introduction
Data
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Linear regression
Linear classification
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Ensembling
Gradient boosting
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Python for ML

Python Basics
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NumPy
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Math for ML

Linear Algebra
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Probability
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References

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.ipynb

Generic gradient boosting

Contents

General form of gradient boosting
Stochastic gradient boosting
Gradient tree boosting

Generic gradient boosting#

General form of gradient boosting#

Stochastic gradient boosting#

Gradient tree boosting#

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Boosting and additive modeling

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AdaBoost

Contents

General form of gradient boosting
Stochastic gradient boosting
Gradient tree boosting

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