Title

Algorithm

Problem Type

Use Case

Domain

Data Source

Packages

Type

Published

Focus

COVID-19, Yahoo Finance

Pandas Datareader

Python Tutorial

Using the COVID API

Advanced Sentiment Analysis using BERT in Python

Python Tutorial

Convolutional Neural Network

Two-Class Classification

Image Recognition

Image Recognition General

Kaggle

Keras

Python Tutorial

Image Recognition

Random Decision Forest

Two-Class Classification

Buying Intention Prediction

Marketing

Kaggle

Sklearn

Python Tutorial

Random Decision Forests

-

-

Stockmarket Forecasting

Finance

Yahoo Finance

Keras, Sklearn

Python Tutorial

Data Visualization

Correlation

Visualizing COVID-19 Data

Crisis

COVID-19

Pandas Datareader

Python Tutorial

Correlation

Recurrent Neural Network (LSTM)

Multi-Variate Time Series Regression

Stockmarket Forecasting

Finance

Yahoo Finance

Keras, Sklearn

Python Tutorial

Multi-Variate Neural Network Models

-

-

Social Media

Twitter

Sklearn

Python Tutorial

Twitter API

Logistic Regression

Two-Class Classification

Predicting Flight Delays

Logistics

Azure

Azure Machine Learning

Azure Machine Learning Tutorial

Microsoft Azure Machine Learning

ARIMA

Single-Variate Time Series Regression

Sales Data

Marketing

Kaggle

Sklearn

Python Tutorial

ARIMA

XGBoost (Random Forest)

Multi-Class Classification

Crime Categories

Crime/Security

Kaggle

XGBoost, Sklearn

Python Tutorial

08.04.2021

XGBoost

-

-

-

-

Anaconda Tutorial

Setup Anaconda

Random Decision Forest

Two-Class Classification

Predicting Survival on Titanic Passenger

Crisis

Kaggle

Python Tutorial

Hyper Parameter Tuning, Grid-Search

Random Decision Forest

Two-Class Classification

Churn Prediction

Marketing

Kaggle

Python Tutorial

Churn Prediction

-

-

Time Series Forecasting

Finance

-

Keras, Sklearn

Cheat Sheet

Measuring Prediction Error in Time Series Prediction

Bayes, Logistic Regression

Multi-Class Classification

Sentiment Analysis

Finance

Kaggle

Sklearn

Python Tutorial

Sentiment Analysis, Natural Language Processing

Recurrent Neural Network (LSTM)

Single-Variate Time Series Regression

Stockmarket Forecasting

Finance

Yahoo Finance

Pandas Datareader

Python Tutorial

Building Univariate Prediction Models

Recurrent Neural Network (LSTM)

Multi-Variate Time Series Regression

Stockmarket Forecasting

Finance

Yahoo Finance

Keras, Sklearn

Python Tutorial

Multi-Variate Neural Network Models

Recurrent Neural Network (LSTM)

Single-Variate Time Series Regression

Stockmarket Forecasting

Finance

Yahoo Finance

Pandas Datareader

Python Tutorial

Changing Prediction Intervals in Time Series Prediction

Recurrent Neural Network (LSTM)

Single-Variate Time Series Regression

Stockmarket Forecasting

Finance

Yahoo Finance

Pandas Datareader

Python Tutorial

Multi-Step Time Series Prediction

Recurrent Neural Network (LSTM)

Single-Variate Time Series Regression

Time Series Forecasting

Finance

Yahoo Finance

Keras, Sklearn

Python Tutorial

Measuring Model Performance

Crisis

COVID-19

GeoPandas

Data Visualization

Visualizing geographic data

Author

  • Hi, I am Florian, a Zurich-based consultant for AI and Data. Since the completion of my Ph.D. in 2017, I have been working on the design and implementation of ML use cases in the Swiss financial sector. I started this blog in 2020 with the goal in mind to share my experiences and create a place where you can find key concepts of machine learning and materials that will allow you to kick-start your own Python projects.