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Raphael Bürki's Projects

automate-campaign-druckfiles icon automate-campaign-druckfiles

App to convert zipped CSV-files into XLSX-"Druckfiles", cleaning and validating the data. Finally also generates a detailed documentation containing the problematic entries and how they've been hadled.

aws-personalize icon aws-personalize

Notebooks and examples on how to onboard and use various features of Amazon Personalize

aws-sagemaker-deployment icon aws-sagemaker-deployment

A repository containing some tutorial notebooks and projects on how to deploy ML models with AWS SageMaker.

churn-prediction-automotive icon churn-prediction-automotive

A churn prediction project in the automotive service industry. Prototype for a solution that was implemented later on. Used as capstone project for Udacity's MLE Nanodegree.

codebook icon codebook

A repository containing some useful custom functions for EDA, data cleaning and various ML tasks, written for reusability in my projects.

compare_data_from_the_command_line icon compare_data_from_the_command_line

An application to compare data from CSV files. Either to be used form the CLI or as importable library. Handles many edge cases, returns detailed feedback.

data-integration-task icon data-integration-task

Transform supplier data so it can be loaded it into a given target dataset. Document the process in an Excel spreadsheet.

db-validation-script icon db-validation-script

Small package to perform checks on different DBs in relation to changes in schema and data consistence over time

death-metal-disco icon death-metal-disco

A repository containing some experimental code for a recommender system based on my Death Metal record collection.

dsnd_term2 icon dsnd_term2

Contains files related to content and project of DSND Term 2

kpi-web-app-streamlit icon kpi-web-app-streamlit

An interactive "KPI-Web-App" for business stakeholders, offering the possiblity to download custom data selections as XLSX files or PNG charts. Developed with Streamlit.

most-brutal-cannibal-corpse icon most-brutal-cannibal-corpse

Code and data for an analytics project in Python to identify the most brutal Cannibal Corpse song. Using Spotify Audio Features and NLP on lyrics.

pandas-cub-library icon pandas-cub-library

Project to buid a data analysis library from scratch in Python (a Pandas clone).

projects-dl-pytorch icon projects-dl-pytorch

A repository containing some deep learning projects in PyTorch. Mostly from Udacity's Deep Learning Nanodegree.

projects-ml icon projects-ml

A repository containing some (mostly marketing-related) machine learning projects done for practice and kept for reference.

reference-code-wrangling icon reference-code-wrangling

A repository containing some reference code and projects focused on data wrangling (loading, cleaning, transfroming) and feature engineering.

segmentation-challenge-starbucks icon segmentation-challenge-starbucks

A challenge to find patterns in experimental data provided by Starbucks. Solved with unsupervised ML algorithms. Capstone project for Udacity's Data Science Nanodegree.

sync_mp3_player icon sync_mp3_player

Script to sync the files on my mp3 player (target) with the files on my computer (source). I am no friend of Spotify, haha.

visualizations icon visualizations

A repository containing some visualizations for practice and reference

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