The Intersection

Thoughts on Software Engineering, Science and Startups

Cover for Decision Trees from scratch

Take a deep dive into Decision Trees and program your very own based on the CART algorithm in pure Python.

Philipp Muens
Philipp Muens

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Cover for Logistic Regression from scratch

Logistic Regression from scratch

Learn how to use the Logistic Regression model to classify unseen data.

Philipp Muens
Philipp Muens
Cover for Linear- and Multiple Regression from scratch

Linear- and Multiple Regression from scratch

Learn how to implement one of the core Machine Learning algorithms and its big brother from scratch.

Philipp Muens
Philipp Muens
Cover for Naive Bayes from scratch

Naive Bayes from scratch

Learn how to implement your own spam filter with the help of Bayes Theorem.

Philipp Muens
Philipp Muens
Cover for K-nearest neighbors from scratch

K-nearest neighbors from scratch

Learn how k-NN leverages your existing data to help classify new, unseen data.

Philipp Muens
Philipp Muens
Cover for Gradient Descent from scratch

Gradient Descent from scratch

Understand and implement one of the most fundamental optimization techniques used in Machine Learning.

Philipp Muens
Philipp Muens
Cover for Swift for modern Machine Learning

Swift for modern Machine Learning

Learn why Swift has the potential to replace Python as the core driver for modern Machine Learning applications.

Philipp Muens
Philipp Muens
Cover for Generics

Generics

Easily abstract and reuse existing code.

Philipp Muens
Philipp Muens
Cover for The intuition behind Word2Vec

The intuition behind Word2Vec

Learn how modern NLP based on word embeddings work.

Philipp Muens
Philipp Muens
Cover for Minimax and Monte Carlo Tree Search

Minimax and Monte Carlo Tree Search

Understanding the underpinnings of modern Game AIs.

Philipp Muens
Philipp Muens
Cover for Learning Deep Learning

Learning Deep Learning

A curriculum to self-study Machine- and Deep learning with zero prior knowledge.

Philipp Muens
Philipp Muens
Cover for Learning Advanced Mathematics

Learning Advanced Mathematics

A curriculum to self-study advanced mathematics with minimal prior knowledge.

Philipp Muens
Philipp Muens