putting reinforcement learning in production
How to deal with underfitting and overfitting in deep learning
The lessons learned from Andrew Ng’s online course
17 Apr 2019
A comprehensive guide to putting a machine learning model in production using Flask, Docker, and Kubernetes
How to use Docker and Flask to put a Scikit model in production as a microservice.
28 Jan 2019
How to split a list inside a Dataframe cell into rows in Pandas
Step by step instructions to "explode" a list into DataFrame rows.
27 Aug 2018
Monte Carlo simulation in Python
How to make business decisions using the Monte Carlo simulation?
17 Aug 2018
Dependencies between DAGs: How to wait until another DAG finishes in Airflow?
In this article, I am going to show how to set up dependencies between two DAGs. Imagine that I have a DAG that dumps data from production databases and another...
17 Jul 2019
How to run Airflow in Docker (with a persistent database)
In this blog post, I am going to show you how to prepare the minimalist setup of puckel/docker-airflow Docker image that will run a single DAG and store logs persistently...
15 Jul 2019
Using machine learning for software testing
How to sample production data to get representative testing dataset?
12 Jul 2019
How to measure the similarity of sequence values
Levenshtein distance and Kendall tau distance
10 Jul 2019
Measuring document similarity in machine learning
How to measure the similarity of two datasets?
08 Jul 2019
Minkowski distance explained
05 Jul 2019
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