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.
- 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
- 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
- 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