Sebastian TelsemeyerinLevel Up CodingScheduling a Google Cloud Function to periodically backup your personal Spotify Discover Weekly…As an avid fan of Spotify’s Discover Weekly playlist, I always wanted to have a scheduled, automated, self-controlled lean and cheap way of…Mar 27, 2023Mar 27, 2023
Sebastian TelsemeyerinITNEXTUsing Terraform to build a serverless Airflow via Amazon Managed Workflows and automatic DAG sync…In this post we will set up once more serverless infrastructure via Terraform: an Airflow deployment using Amazon Managed Workflows, plus…Jul 20, 2021Jul 20, 2021
Sebastian TelsemeyerinTowards Data ScienceBuilding a serverless, containerized batch prediction model using Google Cloud Run and TerraformAsynchronous model service using Google Cloud Run, Cloud Storage and Pub/SubApr 29, 20211Apr 29, 20211
Sebastian TelsemeyerinTowards Data ScienceBuilding a serverless, containerized machine learning model API using AWS Lambda & API Gateway and…Dockerized LambdasJan 12, 2021Jan 12, 2021
Sebastian TelsemeyerinTowards Data ScienceSimulating the effect of multicollinearity in linear modelling using R, purrr & parallel computingusing R, purrr & parallel computingJan 6, 2021Jan 6, 2021
Sebastian TelsemeyerinTowards Data ScienceSpeeding up a sklearn model pipeline to serve single predictions with very low latencyWriting your own sklearn functions, (for now final) part 3Oct 30, 2020Oct 30, 2020
Sebastian TelsemeyerinTowards Data ScienceWriting your own sklearn transformer: feature scaling, DataFrames and column transformationWriting your own sklearn functions, part 2Oct 28, 2020Oct 28, 2020
Sebastian TelsemeyerinTowards Data ScienceCombining tree based models with a linear baseline model to improve extrapolationWriting your own sklearn functions, part 1Oct 27, 20201Oct 27, 20201
Sebastian TelsemeyerinTowards Data ScienceUsing neural networks with embedding layers to encode high cardinality categorical variablesHow can we use categorical features with thousands of different values?Oct 23, 20201Oct 23, 20201
Sebastian TelsemeyerinLevel Up CodingManaging cloud infrastructure in code with Terraform: spawning your own JupyterHub instance on AWS…Terraform is an open-source software to manage cloud infrastructure in code. With just a few lines of code we can boot up instances…Jul 25, 2020Jul 25, 2020