Building trustworthy data pipelines because AI cannot learn from dirty data
Check-Engine - data quality validation for PySpark 3.0.0
Last week, I was testing whether we can use AWS Deequ for data quality validation. I ran into a few problems. First of all, it...
06 Jul 2020
The problem with software testing in data engineering
What if we found a bug in our data pipelines? What if that bug were easy to fix, but it would require a lot of...
15 Jun 2020
Data flow - what functional programming and Unix philosophy can teach us about data streaming
What does stream processing have in common with functional programming and Unix?
04 May 2020
Four books to boost your programmer career
I quit my dream job because of a book
06 Jan 2020
How to deploy a Transformer-based model with custom preprocessing code to Sagemaker Endpoints using BentoML
Deploy a machine learning model with custom inference code to a Sagemaker Endpoint using BentoML
01 Oct 2021
How to teach your team to write automated tests?
How to teach writing automated tests: TDD, BDD, and other techniques
24 Sep 2021
Using AWS Deequ in Python with Python-Deequ
How to use Python-Deequ to validate Spark Dataframes
17 Sep 2021
Building and deploying ML models using Qwak ML platform
What is Qwak ML platform and how does it work?
03 Sep 2021
#AI in production
How to learn TDD
Learning Test-Driven Development is hard and there is nothing we can do about it
27 Aug 2021
Data Engineering - the first principles
What is true in every data engineering project?
20 Aug 2021
How to deploy MLFlow on Heroku
How to deploy MLFlow on Heroku using PostgreSQL as the database, S3 as the artifact storage and with BasicAuth authentication
06 Aug 2021
What is MLOps? A quite controversial definition
MLOps is not just DevOps applied to machine learning!
30 Jul 2021
How to add a new dataset to the Feast feature store
How to use Feast feature store in a local environment
09 Jul 2021
Building trustworthy data pipelines
How to build a trustworthy data pipeline?
02 Jul 2021
Theory of constraints in data engineering
Are you busy, but nothing ever gets done? Perhaps, theory of constraints will help you
25 Jun 2021
How writing can improve your programming skills
How writing texts for people makes you a better programmer
18 Jun 2021