erykml / Medium_articles
Scripts/Notebooks used for my articles published on Medium
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Medium articles
This repository contains Notebooks/scripts used in articles published on Medium. The latest versions of the texts can be found on Medium, the latest changes to the code are reflected in the Notebooks/scripts.
Articles
Business
Computer Vision
- Mario vs. Wario: Image Classification in Python
- Mario vs. Wario — round 2: CNNs in PyTorch and Google Colab
- The easiest way to download YouTube videos using Python
- Computer Vision 101: Working with Color Images in Python
- Image Colorization using Convolutional Autoencoders
- Implementing Yann LeCun’s LeNet-5 in PyTorch
Data Wrangling
Machine Learning
- Explaining Feature Importance by example of a Random Forest
- Outlier Detection with Isolation Forest
- Outlier Detection with Extended Isolation Forest
- Outlier Detection with Hampel Filter
- Creating benchmark models the scikit-learn way
- Ensemble learning using the Voting Classifier
Quantitative Finance
- Introduction to quantitative finance part I: Stylised facts of asset returns
- Long-term asset allocation strategies based on GARCH models — a simulation exercise in R
- Introduction to backtesting trading strategies
- Backtesting trading strategies using custom data in zipline
- The easiest way to evaluate the performance of trading strategies in Python
- Algorithmic trading based on Technical Analysis in Python
- A comprehensive guide to downloading stock prices in Python
Statistics
- Introduction to Power Analysis in Python
- Interpreting the coefficients of linear regression
- Explaining probability plots
- One-tailed or two-tailed test, that is the question
- Verifying the Assumptions of Linear Regression in Python and R
Time Series
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