Part I: Machine Learning
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Basics & Theory
- Supervised, Unsupervised Learning
- Classification, Regression, Clustering
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Python Basics for Data Science / ML
- numpy, scipy
- scikit learn
- pytorch
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Hands-on examples
- Classification
- Churn prediction
- Digit classification
- Regression example
- Estimating House Prices
- Clustering
- kmeans document clustering
- Classification
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What is Machine Learning anyway?
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Some examples