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…9 min read·Mar 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…4 min read·Jul 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/Sub10 min read·Apr 29, 2021--1--1
Sebastian TelsemeyerinTowards Data ScienceBuilding a serverless, containerized machine learning model API using AWS Lambda & API Gateway and…Dockerized Lambdas6 min read·Jan 12, 2021----
Sebastian TelsemeyerinTowards Data ScienceSimulating the effect of multicollinearity in linear modelling using R, purrr & parallel computingusing R, purrr & parallel computing12 min read·Jan 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 38 min read·Oct 30, 2020----
Sebastian TelsemeyerinTowards Data ScienceWriting your own sklearn transformer: feature scaling, DataFrames and column transformationWriting your own sklearn functions, part 23 min read·Oct 28, 2020----
Sebastian TelsemeyerinTowards Data ScienceCombining tree based models with a linear baseline model to improve extrapolationWriting your own sklearn functions, part 17 min read·Oct 27, 2020--1--1
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?12 min read·Oct 23, 2020--1--1
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…8 min read·Jul 25, 2020----
